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1.024 - - 1.024 1.024 - - - - - - - - - 1.024 - 1.024 - - 1.024 1.024 - - - - - - - - +pdf_Higgs_qqbar lnN 1.016 1.016 1.016 - - 1.016 - - - - - - - - - - 1.016 1.016 - - - 1.016 1.016 - - - - - - - - - - 1.016 1.016 - - - - - - - 1.016 - 1.016 - 1.016 1.016 - - - - - - - - - - 1.016 - 1.016 - 1.016 1.016 - - - - - - - - - - 1.016 1.016 1.016 - - 1.016 - - - - - - - - - - 1.016 1.016 - - - 1.016 1.016 - - - - - - - - - - 1.016 1.016 - - - - - - - 1.016 - 1.016 - 1.016 1.016 - - - - - - - - - - 1.016 - 1.016 - 1.016 1.016 - - - - - - - - - - diff --git a/data/tutorials/tutorial_unfolding_2023/counting/regions/vhbb_Zee_150_250_noj_13TeV.txt b/data/tutorials/tutorial_unfolding_2023/counting/regions/vhbb_Zee_150_250_noj_13TeV.txt new file mode 100644 index 00000000000..d2f43e69a7a --- /dev/null +++ b/data/tutorials/tutorial_unfolding_2023/counting/regions/vhbb_Zee_150_250_noj_13TeV.txt @@ -0,0 +1,46 @@ +imax 1 number of bins +jmax 15 number of processes minus 1 +kmax * number of nuisance parameters +-------------------------------------------------------------------------------- +shapes * vhbb_Zee_150_250_noj_13TeV FAKE +-------------------------------------------------------------------------------- +bin vhbb_Zee_150_250_noj_13TeV +observation 234.0 +-------------------------------------------------------------------------------- +bin vhbb_Zee_150_250_noj_13TeV vhbb_Zee_150_250_noj_13TeV vhbb_Zee_150_250_noj_13TeV vhbb_Zee_150_250_noj_13TeV vhbb_Zee_150_250_noj_13TeV vhbb_Zee_150_250_noj_13TeV vhbb_Zee_150_250_noj_13TeV vhbb_Zee_150_250_noj_13TeV vhbb_Zee_150_250_noj_13TeV vhbb_Zee_150_250_noj_13TeV vhbb_Zee_150_250_noj_13TeV vhbb_Zee_150_250_noj_13TeV vhbb_Zee_150_250_noj_13TeV vhbb_Zee_150_250_noj_13TeV vhbb_Zee_150_250_noj_13TeV vhbb_Zee_150_250_noj_13TeV +process ZH_lep_PTV_150_250_0J_hbb ggZH_lep_PTV_150_250_0J_hbb ZH_lep_PTV_150_250_GE1J_hbb ggZH_lep_PTV_150_250_GE1J_hbb ZH_lep_PTV_75_150_hbb ZH_lep_PTV_250_400_hbb ggZH_lep_PTV_75_150_hbb ggZH_lep_PTV_250_400_hbb s_Top Zj1b TT Zj0b_c Zj0b_udsg VVLF Zj2b VVHF +process -7 -6 -5 -4 -3 -2 -1 0 1 2 3 4 5 6 7 8 +rate 4.04803 1.14958 0.54319 0.566078 0.0506599 0.0670264 0.0210925 0.0147148 0.740672 54.9086 17.4569 27.4265 19.0182 2.07354 63.9033 7.76079 +-------------------------------------------------------------------------------- +BR_hbb lnN 1.005 1.005 1.005 1.005 1.005 1.005 1.005 1.005 - - - - - - - - +CMS_LHE_weights_pdf_TT lnN - - - - - - - - - - 1.02 - - - - - +CMS_LHE_weights_pdf_VVHF lnN - - - - - - - - - - - - - - - 1.04 +CMS_LHE_weights_pdf_VVLF lnN - - - - - - - - - - - - - 1.03 - - +CMS_LHE_weights_pdf_ZH lnN 1.04 - 1.04 - 1.04 1.04 - - - - - - - - - - +CMS_LHE_weights_pdf_Zj0b_c lnN - - - - - - - - - - - 1.05 - - - - +CMS_LHE_weights_pdf_Zj0b_udsg lnN - - - - - - - - - - - - 1.04 - - - +CMS_LHE_weights_pdf_Zj1b lnN - - - - - - - - - 1.04 - - - - - - +CMS_LHE_weights_pdf_Zj2b lnN - - - - - - - - - - - - - - 1.04 - +CMS_LHE_weights_pdf_ggZH lnN - 1.02 - 1.02 - - 1.02 1.03 - - - - - - - - +CMS_LHE_weights_pdf_sTop lnN - - - - - - - - 1.02 - - - - - - - +CMS_vhbb_ST lnN - - - - - - - - 1.15 - - - - - - - +CMS_vhbb_VV lnN - - - - - - - - - - - - - 1.15 - 1.15 +CMS_vhbb_boost_EWK_13TeV lnN 1.02 - 1.02 - 1.02 1.02 - - - - - - - - - - +CMS_vhbb_eff_e_Zll_13TeV_2016 lnN 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 +QCDscale_VV lnN - - - - - - - - - - - - - 1.04 - 1.04 +QCDscale_ttbar lnN - - - - - - - - - - 1.06 - - - - - +THU_ZH_inc lnN 0.994/1.005 - 0.994/1.005 - 0.994/1.005 0.994/1.005 - - - - - - - - - - +THU_ZH_mig01 lnN 0.956 - 1.053 - - - - - - - - - - - - - +THU_ZH_mig150 lnN 1.013 - 1.013 - 0.995 1.013 - - - - - - - - - - +THU_ZH_mig250 lnN 0.9958 - 0.9958 - - 1.014 - - - - - - - - - - +THU_ZH_mig75 lnN 1.04 - 1.04 - 1.04 1.04 - - - - - - - - - - +THU_ggZH_inc lnN - 0.811/1.251 - 0.811/1.251 - - 0.811/1.251 0.811/1.251 - - - - - - - - +THU_ggZH_mig01 lnN - 1.6/0.393 - 1.277 - - - - - - - - - - - - +THU_ggZH_mig150 lnN - 1.142 - 1.142 - - 0.882 1.142 - - - - - - - - +THU_ggZH_mig250 lnN - 0.963 - 0.963 - - - 1.154 - - - - - - - - +THU_ggZH_mig75 lnN - 1.27 - 1.27 - - 1.27 1.27 - - - - - - - - +lumi_13TeV_2016 lnN 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 +lumi_13TeV_20162017 lnN 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 +lumi_13TeV_Run2 lnN 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 +pdf_Higgs_gg lnN - 1.024 - 1.024 - - 1.024 1.024 - - - - - - - - +pdf_Higgs_qqbar lnN 1.016 - 1.016 - 1.016 1.016 - - - - - - - - - - diff --git a/data/tutorials/tutorial_unfolding_2023/counting/regions/vhbb_Zee_150_250_wj_13TeV.txt b/data/tutorials/tutorial_unfolding_2023/counting/regions/vhbb_Zee_150_250_wj_13TeV.txt new file mode 100644 index 00000000000..5b329febc76 --- /dev/null +++ b/data/tutorials/tutorial_unfolding_2023/counting/regions/vhbb_Zee_150_250_wj_13TeV.txt @@ -0,0 +1,46 @@ +imax 1 number of bins +jmax 15 number of processes minus 1 +kmax * number of nuisance parameters +-------------------------------------------------------------------------------- +shapes * vhbb_Zee_150_250_wj_13TeV FAKE +-------------------------------------------------------------------------------- +bin vhbb_Zee_150_250_wj_13TeV +observation 292.0 +-------------------------------------------------------------------------------- +bin vhbb_Zee_150_250_wj_13TeV vhbb_Zee_150_250_wj_13TeV vhbb_Zee_150_250_wj_13TeV vhbb_Zee_150_250_wj_13TeV vhbb_Zee_150_250_wj_13TeV vhbb_Zee_150_250_wj_13TeV vhbb_Zee_150_250_wj_13TeV vhbb_Zee_150_250_wj_13TeV vhbb_Zee_150_250_wj_13TeV vhbb_Zee_150_250_wj_13TeV vhbb_Zee_150_250_wj_13TeV vhbb_Zee_150_250_wj_13TeV vhbb_Zee_150_250_wj_13TeV vhbb_Zee_150_250_wj_13TeV vhbb_Zee_150_250_wj_13TeV vhbb_Zee_150_250_wj_13TeV +process ZH_lep_PTV_150_250_0J_hbb ggZH_lep_PTV_150_250_0J_hbb ZH_lep_PTV_150_250_GE1J_hbb ggZH_lep_PTV_150_250_GE1J_hbb ZH_lep_PTV_75_150_hbb ZH_lep_PTV_250_400_hbb ggZH_lep_PTV_75_150_hbb ggZH_lep_PTV_250_400_hbb s_Top Zj1b TT Zj0b_c Zj0b_udsg VVLF Zj2b VVHF +process -7 -6 -5 -4 -3 -2 -1 0 1 2 3 4 5 6 7 8 +rate 0.605847 0.18331 1.73252 1.37122 0.020201 0.037165 0.0121965 0.019836 1.75037 53.8939 21.1636 33.1102 40.4606 1.87506 66.2859 6.74753 +-------------------------------------------------------------------------------- +BR_hbb lnN 1.005 1.005 1.005 1.005 1.005 1.005 1.005 1.005 - - - - - - - - +CMS_LHE_weights_pdf_TT lnN - - - - - - - - - - 1.02 - - - - - +CMS_LHE_weights_pdf_VVHF lnN - - - - - - - - - - - - - - - 1.04 +CMS_LHE_weights_pdf_VVLF lnN - - - - - - - - - - - - - 1.03 - - +CMS_LHE_weights_pdf_ZH lnN 1.04 - 1.04 - 1.04 1.04 - - - - - - - - - - +CMS_LHE_weights_pdf_Zj0b_c lnN - - - - - - - - - - - 1.05 - - - - +CMS_LHE_weights_pdf_Zj0b_udsg lnN - - - - - - - - - - - - 1.04 - - - +CMS_LHE_weights_pdf_Zj1b lnN - - - - - - - - - 1.04 - - - - - - +CMS_LHE_weights_pdf_Zj2b lnN - - - - - - - - - - - - - - 1.04 - +CMS_LHE_weights_pdf_ggZH lnN - 1.02 - 1.02 - - 1.02 1.03 - - - - - - - - +CMS_LHE_weights_pdf_sTop lnN - - - - - - - - 1.02 - - - - - - - +CMS_vhbb_ST lnN - - - - - - - - 1.15 - - - - - - - +CMS_vhbb_VV lnN - - - - - - - - - - - - - 1.15 - 1.15 +CMS_vhbb_boost_EWK_13TeV lnN 1.02 - 1.02 - 1.02 1.02 - - - - - - - - - - +CMS_vhbb_eff_e_Zll_13TeV_2016 lnN 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 +QCDscale_VV lnN - - - - - - - - - - - - - 1.04 - 1.04 +QCDscale_ttbar lnN - - - - - - - - - - 1.06 - - - - - +THU_ZH_inc lnN 0.994/1.005 - 0.994/1.005 - 0.994/1.005 0.994/1.005 - - - - - - - - - - +THU_ZH_mig01 lnN 0.956 - 1.053 - - - - - - - - - - - - - +THU_ZH_mig150 lnN 1.013 - 1.013 - 0.995 1.013 - - - - - - - - - - +THU_ZH_mig250 lnN 0.9958 - 0.9958 - - 1.014 - - - - - - - - - - +THU_ZH_mig75 lnN 1.04 - 1.04 - 1.04 1.04 - - - - - - - - - - +THU_ggZH_inc lnN - 0.811/1.251 - 0.811/1.251 - - 0.811/1.251 0.811/1.251 - - - - - - - - +THU_ggZH_mig01 lnN - 1.6/0.393 - 1.277 - - - - - - - - - - - - +THU_ggZH_mig150 lnN - 1.142 - 1.142 - - 0.882 1.142 - - - - - - - - +THU_ggZH_mig250 lnN - 0.963 - 0.963 - - - 1.154 - - - - - - - - +THU_ggZH_mig75 lnN - 1.27 - 1.27 - - 1.27 1.27 - - - - - - - - +lumi_13TeV_2016 lnN 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 +lumi_13TeV_20162017 lnN 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 +lumi_13TeV_Run2 lnN 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 +pdf_Higgs_gg lnN - 1.024 - 1.024 - - 1.024 1.024 - - - - - - - - +pdf_Higgs_qqbar lnN 1.016 - 1.016 - 1.016 1.016 - - - - - - - - - - diff --git a/data/tutorials/tutorial_unfolding_2023/counting/regions/vhbb_Zee_250_400_13TeV.txt b/data/tutorials/tutorial_unfolding_2023/counting/regions/vhbb_Zee_250_400_13TeV.txt new file mode 100644 index 00000000000..4f400e2e4c5 --- /dev/null +++ b/data/tutorials/tutorial_unfolding_2023/counting/regions/vhbb_Zee_250_400_13TeV.txt @@ -0,0 +1,46 @@ +imax 1 number of bins +jmax 15 number of processes minus 1 +kmax * number of nuisance parameters +-------------------------------------------------------------------------------- +shapes * vhbb_Zee_250_400_13TeV FAKE +-------------------------------------------------------------------------------- +bin vhbb_Zee_250_400_13TeV +observation 108.0 +-------------------------------------------------------------------------------- +bin vhbb_Zee_250_400_13TeV vhbb_Zee_250_400_13TeV vhbb_Zee_250_400_13TeV vhbb_Zee_250_400_13TeV vhbb_Zee_250_400_13TeV vhbb_Zee_250_400_13TeV vhbb_Zee_250_400_13TeV vhbb_Zee_250_400_13TeV vhbb_Zee_250_400_13TeV vhbb_Zee_250_400_13TeV vhbb_Zee_250_400_13TeV vhbb_Zee_250_400_13TeV vhbb_Zee_250_400_13TeV vhbb_Zee_250_400_13TeV vhbb_Zee_250_400_13TeV vhbb_Zee_250_400_13TeV +process ZH_lep_PTV_150_250_0J_hbb ZH_lep_PTV_150_250_GE1J_hbb ggZH_lep_PTV_GT400_hbb ggZH_lep_PTV_150_250_GE1J_hbb ggZH_lep_PTV_150_250_0J_hbb ZH_lep_PTV_GT400_hbb ZH_lep_PTV_250_400_hbb ggZH_lep_PTV_250_400_hbb s_Top Zj1b TT Zj0b_c Zj0b_udsg VVLF Zj2b VVHF +process -7 -6 -5 -4 -3 -2 -1 0 1 2 3 4 5 6 7 8 +rate 0.0257332 0.00902025 0.00472208 0.00889927 0.00364848 0.0207233 2.27415 0.697071 0.376447 17.9532 2.15091 13.3307 16.3865 1.23796 29.1897 5.61603 +-------------------------------------------------------------------------------- +BR_hbb lnN 1.005 1.005 1.005 1.005 1.005 1.005 1.005 1.005 - - - - - - - - +CMS_LHE_weights_pdf_TT lnN - - - - - - - - - - 1.02 - - - - - +CMS_LHE_weights_pdf_VVHF lnN - - - - - - - - - - - - - - - 1.04 +CMS_LHE_weights_pdf_VVLF lnN - - - - - - - - - - - - - 1.03 - - +CMS_LHE_weights_pdf_ZH lnN 1.04 1.04 - - - 1.04 1.04 - - - - - - - - - +CMS_LHE_weights_pdf_Zj0b_c lnN - - - - - - - - - - - 1.05 - - - - +CMS_LHE_weights_pdf_Zj0b_udsg lnN - - - - - - - - - - - - 1.04 - - - +CMS_LHE_weights_pdf_Zj1b lnN - - - - - - - - - 1.04 - - - - - - +CMS_LHE_weights_pdf_Zj2b lnN - - - - - - - - - - - - - - 1.04 - +CMS_LHE_weights_pdf_ggZH lnN - - - 1.02 1.02 - - 1.03 - - - - - - - - +CMS_LHE_weights_pdf_sTop lnN - - - - - - - - 1.02 - - - - - - - +CMS_vhbb_ST lnN - - - - - - - - 1.15 - - - - - - - +CMS_vhbb_VV lnN - - - - - - - - - - - - - 1.15 - 1.15 +CMS_vhbb_boost_EWK_13TeV lnN 1.02 1.02 - - - 1.02 1.02 - - - - - - - - - +CMS_vhbb_eff_e_Zll_13TeV_2016 lnN 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 +QCDscale_VV lnN - - - - - - - - - - - - - 1.04 - 1.04 +QCDscale_ttbar lnN - - - - - - - - - - 1.06 - - - - - +THU_ZH_inc lnN 0.994/1.005 0.994/1.005 - - - 0.994/1.005 0.994/1.005 - - - - - - - - - +THU_ZH_mig01 lnN 0.956 1.053 - - - - - - - - - - - - - - +THU_ZH_mig150 lnN 1.013 1.013 - - - 1.013 1.013 - - - - - - - - - +THU_ZH_mig250 lnN 0.9958 0.9958 - - - 1.014 1.014 - - - - - - - - - +THU_ZH_mig75 lnN 1.04 1.04 - - - 1.04 1.04 - - - - - - - - - +THU_ggZH_inc lnN - - 0.811/1.251 0.811/1.251 0.811/1.251 - - 0.811/1.251 - - - - - - - - +THU_ggZH_mig01 lnN - - - 1.277 1.6/0.393 - - - - - - - - - - - +THU_ggZH_mig150 lnN - - 1.142 1.142 1.142 - - 1.142 - - - - - - - - +THU_ggZH_mig250 lnN - - 1.154 0.963 0.963 - - 1.154 - - - - - - - - +THU_ggZH_mig75 lnN - - 1.27 1.27 1.27 - - 1.27 - - - - - - - - +lumi_13TeV_2016 lnN 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 +lumi_13TeV_20162017 lnN 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 +lumi_13TeV_Run2 lnN 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 +pdf_Higgs_gg lnN - - 1.024 1.024 1.024 - - 1.024 - - - - - - - - +pdf_Higgs_qqbar lnN 1.016 1.016 - - - 1.016 1.016 - - - - - - - - - diff --git a/data/tutorials/tutorial_unfolding_2023/counting/regions/vhbb_Zee_75_150_13TeV.txt b/data/tutorials/tutorial_unfolding_2023/counting/regions/vhbb_Zee_75_150_13TeV.txt new file mode 100644 index 00000000000..6df7b60eb8b --- /dev/null +++ b/data/tutorials/tutorial_unfolding_2023/counting/regions/vhbb_Zee_75_150_13TeV.txt @@ -0,0 +1,46 @@ +imax 1 number of bins +jmax 15 number of processes minus 1 +kmax * number of nuisance parameters +-------------------------------------------------------------------------------- +shapes * vhbb_Zee_75_150_13TeV FAKE +-------------------------------------------------------------------------------- +bin vhbb_Zee_75_150_13TeV +observation 2478.0 +-------------------------------------------------------------------------------- +bin vhbb_Zee_75_150_13TeV vhbb_Zee_75_150_13TeV vhbb_Zee_75_150_13TeV vhbb_Zee_75_150_13TeV vhbb_Zee_75_150_13TeV vhbb_Zee_75_150_13TeV vhbb_Zee_75_150_13TeV vhbb_Zee_75_150_13TeV vhbb_Zee_75_150_13TeV vhbb_Zee_75_150_13TeV vhbb_Zee_75_150_13TeV vhbb_Zee_75_150_13TeV vhbb_Zee_75_150_13TeV vhbb_Zee_75_150_13TeV vhbb_Zee_75_150_13TeV vhbb_Zee_75_150_13TeV +process ZH_lep_PTV_150_250_0J_hbb ZH_lep_PTV_0_75_hbb ZH_lep_PTV_150_250_GE1J_hbb ggZH_lep_PTV_0_75_hbb ggZH_lep_PTV_150_250_GE1J_hbb ZH_lep_PTV_75_150_hbb ggZH_lep_PTV_150_250_0J_hbb ggZH_lep_PTV_75_150_hbb s_Top Zj1b TT Zj0b_c Zj0b_udsg VVLF Zj2b VVHF +process -7 -6 -5 -4 -3 -2 -1 0 1 2 3 4 5 6 7 8 +rate 0.172103 0.0953791 0.0779093 0.00861974 0.0556916 13.1179 0.0576381 3.69538 25.821 674.247 568.46 222.053 337.421 15.0859 599.361 32.6138 +-------------------------------------------------------------------------------- +BR_hbb lnN 1.005 1.005 1.005 1.005 1.005 1.005 1.005 1.005 - - - - - - - - +CMS_LHE_weights_pdf_TT lnN - - - - - - - - - - 1.02 - - - - - +CMS_LHE_weights_pdf_VVHF lnN - - - - - - - - - - - - - - - 1.04 +CMS_LHE_weights_pdf_VVLF lnN - - - - - - - - - - - - - 1.03 - - +CMS_LHE_weights_pdf_ZH lnN 1.04 1.04 1.04 - - 1.04 - - - - - - - - - - +CMS_LHE_weights_pdf_Zj0b_c lnN - - - - - - - - - - - 1.05 - - - - +CMS_LHE_weights_pdf_Zj0b_udsg lnN - - - - - - - - - - - - 1.04 - - - +CMS_LHE_weights_pdf_Zj1b lnN - - - - - - - - - 1.04 - - - - - - +CMS_LHE_weights_pdf_Zj2b lnN - - - - - - - - - - - - - - 1.04 - +CMS_LHE_weights_pdf_ggZH lnN - - - 1.02 1.02 - 1.02 1.02 - - - - - - - - +CMS_LHE_weights_pdf_sTop lnN - - - - - - - - 1.02 - - - - - - - +CMS_vhbb_ST lnN - - - - - - - - 1.15 - - - - - - - +CMS_vhbb_VV lnN - - - - - - - - - - - - - 1.15 - 1.15 +CMS_vhbb_boost_EWK_13TeV lnN 1.02 1.02 1.02 - - 1.02 - - - - - - - - - - +CMS_vhbb_eff_e_Zll_13TeV_2016 lnN 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 +QCDscale_VV lnN - - - - - - - - - - - - - 1.04 - 1.04 +QCDscale_ttbar lnN - - - - - - - - - - 1.06 - - - - - +THU_ZH_inc lnN 0.994/1.005 0.994/1.005 0.994/1.005 - - 0.994/1.005 - - - - - - - - - - +THU_ZH_mig01 lnN 0.956 - 1.053 - - - - - - - - - - - - - +THU_ZH_mig150 lnN 1.013 - 1.013 - - 0.995 - - - - - - - - - - +THU_ZH_mig250 lnN 0.9958 - 0.9958 - - - - - - - - - - - - - +THU_ZH_mig75 lnN 1.04 0.963 1.04 - - 1.04 - - - - - - - - - - +THU_ggZH_inc lnN - - - 0.811/1.251 0.811/1.251 - 0.811/1.251 0.811/1.251 - - - - - - - - +THU_ggZH_mig01 lnN - - - - 1.277 - 1.6/0.393 - - - - - - - - - +THU_ggZH_mig150 lnN - - - - 1.142 - 1.142 0.882 - - - - - - - - +THU_ggZH_mig250 lnN - - - - 0.963 - 0.963 - - - - - - - - - +THU_ggZH_mig75 lnN - - - 1.9/0.1 1.27 - 1.27 1.27 - - - - - - - - +lumi_13TeV_2016 lnN 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 +lumi_13TeV_20162017 lnN 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 +lumi_13TeV_Run2 lnN 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 +pdf_Higgs_gg lnN - - - 1.024 1.024 - 1.024 1.024 - - - - - - - - +pdf_Higgs_qqbar lnN 1.016 1.016 1.016 - - 1.016 - - - - - - - - - - diff --git a/data/tutorials/tutorial_unfolding_2023/counting/regions/vhbb_Zee_gt400_13TeV.txt b/data/tutorials/tutorial_unfolding_2023/counting/regions/vhbb_Zee_gt400_13TeV.txt new file mode 100644 index 00000000000..fd874d1c5ee --- /dev/null +++ b/data/tutorials/tutorial_unfolding_2023/counting/regions/vhbb_Zee_gt400_13TeV.txt @@ -0,0 +1,40 @@ +imax 1 number of bins +jmax 9 number of processes minus 1 +kmax * number of nuisance parameters +-------------------------------------------------------------------------------- +shapes * vhbb_Zee_gt400_13TeV FAKE +-------------------------------------------------------------------------------- +bin vhbb_Zee_gt400_13TeV +observation 12.0 +-------------------------------------------------------------------------------- +bin vhbb_Zee_gt400_13TeV vhbb_Zee_gt400_13TeV vhbb_Zee_gt400_13TeV vhbb_Zee_gt400_13TeV vhbb_Zee_gt400_13TeV vhbb_Zee_gt400_13TeV vhbb_Zee_gt400_13TeV vhbb_Zee_gt400_13TeV vhbb_Zee_gt400_13TeV vhbb_Zee_gt400_13TeV +process ggZH_lep_PTV_GT400_hbb ZH_lep_PTV_GT400_hbb ZH_lep_PTV_250_400_hbb ggZH_lep_PTV_250_400_hbb Zj1b Zj0b_c Zj0b_udsg VVLF Zj2b VVHF +process -3 -2 -1 0 1 2 3 4 5 6 +rate 0.0675366 0.479704 0.00759679 0.0013382 2.49174 2.05092 2.8209 0.0584223 4.61769 0.730232 +-------------------------------------------------------------------------------- +BR_hbb lnN 1.005 1.005 1.005 1.005 - - - - - - +CMS_LHE_weights_pdf_VVHF lnN - - - - - - - - - 1.04 +CMS_LHE_weights_pdf_VVLF lnN - - - - - - - 1.03 - - +CMS_LHE_weights_pdf_ZH lnN - 1.04 1.04 - - - - - - - +CMS_LHE_weights_pdf_Zj0b_c lnN - - - - - 1.05 - - - - +CMS_LHE_weights_pdf_Zj0b_udsg lnN - - - - - - 1.04 - - - +CMS_LHE_weights_pdf_Zj1b lnN - - - - 1.04 - - - - - +CMS_LHE_weights_pdf_Zj2b lnN - - - - - - - - 1.04 - +CMS_LHE_weights_pdf_ggZH lnN - - - 1.03 - - - - - - +CMS_vhbb_VV lnN - - - - - - - 1.15 - 1.15 +CMS_vhbb_boost_EWK_13TeV lnN - 1.02 1.02 - - - - - - - +CMS_vhbb_eff_e_Zll_13TeV_2016 lnN 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 +QCDscale_VV lnN - - - - - - - 1.04 - 1.04 +THU_ZH_inc lnN - 0.994/1.005 0.994/1.005 - - - - - - - +THU_ZH_mig150 lnN - 1.013 1.013 - - - - - - - +THU_ZH_mig250 lnN - 1.014 1.014 - - - - - - - +THU_ZH_mig75 lnN - 1.04 1.04 - - - - - - - +THU_ggZH_inc lnN 0.811/1.251 - - 0.811/1.251 - - - - - - +THU_ggZH_mig150 lnN 1.142 - - 1.142 - - - - - - +THU_ggZH_mig250 lnN 1.154 - - 1.154 - - - - - - +THU_ggZH_mig75 lnN 1.27 - - 1.27 - - - - - - +lumi_13TeV_2016 lnN 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 +lumi_13TeV_20162017 lnN 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 +lumi_13TeV_Run2 lnN 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 +pdf_Higgs_gg lnN 1.024 - - 1.024 - - - - - - +pdf_Higgs_qqbar lnN - 1.016 1.016 - - - - - - - diff --git a/data/tutorials/tutorial_unfolding_2023/counting/regions/vhbb_Zmm_150_250_noj_13TeV.txt b/data/tutorials/tutorial_unfolding_2023/counting/regions/vhbb_Zmm_150_250_noj_13TeV.txt new file mode 100644 index 00000000000..0035395f795 --- /dev/null +++ b/data/tutorials/tutorial_unfolding_2023/counting/regions/vhbb_Zmm_150_250_noj_13TeV.txt @@ -0,0 +1,46 @@ +imax 1 number of bins +jmax 15 number of processes minus 1 +kmax * number of nuisance parameters +-------------------------------------------------------------------------------- +shapes * vhbb_Zmm_150_250_noj_13TeV FAKE +-------------------------------------------------------------------------------- +bin vhbb_Zmm_150_250_noj_13TeV +observation 332.0 +-------------------------------------------------------------------------------- +bin vhbb_Zmm_150_250_noj_13TeV vhbb_Zmm_150_250_noj_13TeV vhbb_Zmm_150_250_noj_13TeV vhbb_Zmm_150_250_noj_13TeV vhbb_Zmm_150_250_noj_13TeV vhbb_Zmm_150_250_noj_13TeV vhbb_Zmm_150_250_noj_13TeV vhbb_Zmm_150_250_noj_13TeV vhbb_Zmm_150_250_noj_13TeV vhbb_Zmm_150_250_noj_13TeV vhbb_Zmm_150_250_noj_13TeV vhbb_Zmm_150_250_noj_13TeV vhbb_Zmm_150_250_noj_13TeV vhbb_Zmm_150_250_noj_13TeV vhbb_Zmm_150_250_noj_13TeV vhbb_Zmm_150_250_noj_13TeV +process ZH_lep_PTV_150_250_0J_hbb ggZH_lep_PTV_150_250_0J_hbb ZH_lep_PTV_150_250_GE1J_hbb ggZH_lep_PTV_150_250_GE1J_hbb ZH_lep_PTV_75_150_hbb ZH_lep_PTV_250_400_hbb ggZH_lep_PTV_75_150_hbb ggZH_lep_PTV_250_400_hbb s_Top Zj1b TT Zj0b_c Zj0b_udsg VVLF Zj2b VVHF +process -7 -6 -5 -4 -3 -2 -1 0 1 2 3 4 5 6 7 8 +rate 5.41 1.56565 0.776262 0.767805 0.135537 0.101237 0.0427607 0.0262774 3.76302 75.5627 12.1675 38.8351 38.8533 2.81371 82.7383 9.5894 +-------------------------------------------------------------------------------- +BR_hbb lnN 1.005 1.005 1.005 1.005 1.005 1.005 1.005 1.005 - - - - - - - - +CMS_LHE_weights_pdf_TT lnN - - - - - - - - - - 1.02 - - - - - +CMS_LHE_weights_pdf_VVHF lnN - - - - - - - - - - - - - - - 1.04 +CMS_LHE_weights_pdf_VVLF lnN - - - - - - - - - - - - - 1.03 - - +CMS_LHE_weights_pdf_ZH lnN 1.04 - 1.04 - 1.04 1.04 - - - - - - - - - - +CMS_LHE_weights_pdf_Zj0b_c lnN - - - - - - - - - - - 1.05 - - - - +CMS_LHE_weights_pdf_Zj0b_udsg lnN - - - - - - - - - - - - 1.04 - - - +CMS_LHE_weights_pdf_Zj1b lnN - - - - - - - - - 1.04 - - - - - - +CMS_LHE_weights_pdf_Zj2b lnN - - - - - - - - - - - - - - 1.04 - +CMS_LHE_weights_pdf_ggZH lnN - 1.02 - 1.02 - - 1.02 1.03 - - - - - - - - +CMS_LHE_weights_pdf_sTop lnN - - - - - - - - 1.02 - - - - - - - +CMS_vhbb_ST lnN - - - - - - - - 1.15 - - - - - - - +CMS_vhbb_VV lnN - - - - - - - - - - - - - 1.15 - 1.15 +CMS_vhbb_boost_EWK_13TeV lnN 1.02 - 1.02 - 1.02 1.02 - - - - - - - - - - +CMS_vhbb_eff_m_Zll_13TeV_2016 lnN 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 +QCDscale_VV lnN - - - - - - - - - - - - - 1.04 - 1.04 +QCDscale_ttbar lnN - - - - - - - - - - 1.06 - - - - - +THU_ZH_inc lnN 0.994/1.005 - 0.994/1.005 - 0.994/1.005 0.994/1.005 - - - - - - - - - - +THU_ZH_mig01 lnN 0.956 - 1.053 - - - - - - - - - - - - - +THU_ZH_mig150 lnN 1.013 - 1.013 - 0.995 1.013 - - - - - - - - - - +THU_ZH_mig250 lnN 0.9958 - 0.9958 - - 1.014 - - - - - - - - - - +THU_ZH_mig75 lnN 1.04 - 1.04 - 1.04 1.04 - - - - - - - - - - +THU_ggZH_inc lnN - 0.811/1.251 - 0.811/1.251 - - 0.811/1.251 0.811/1.251 - - - - - - - - +THU_ggZH_mig01 lnN - 1.6/0.393 - 1.277 - - - - - - - - - - - - +THU_ggZH_mig150 lnN - 1.142 - 1.142 - - 0.882 1.142 - - - - - - - - +THU_ggZH_mig250 lnN - 0.963 - 0.963 - - - 1.154 - - - - - - - - +THU_ggZH_mig75 lnN - 1.27 - 1.27 - - 1.27 1.27 - - - - - - - - +lumi_13TeV_2016 lnN 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 +lumi_13TeV_20162017 lnN 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 +lumi_13TeV_Run2 lnN 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 +pdf_Higgs_gg lnN - 1.024 - 1.024 - - 1.024 1.024 - - - - - - - - +pdf_Higgs_qqbar lnN 1.016 - 1.016 - 1.016 1.016 - - - - - - - - - - diff --git a/data/tutorials/tutorial_unfolding_2023/counting/regions/vhbb_Zmm_150_250_wj_13TeV.txt b/data/tutorials/tutorial_unfolding_2023/counting/regions/vhbb_Zmm_150_250_wj_13TeV.txt new file mode 100644 index 00000000000..94f2df21caa --- /dev/null +++ b/data/tutorials/tutorial_unfolding_2023/counting/regions/vhbb_Zmm_150_250_wj_13TeV.txt @@ -0,0 +1,46 @@ +imax 1 number of bins +jmax 15 number of processes minus 1 +kmax * number of nuisance parameters +-------------------------------------------------------------------------------- +shapes * vhbb_Zmm_150_250_wj_13TeV FAKE +-------------------------------------------------------------------------------- +bin vhbb_Zmm_150_250_wj_13TeV +observation 374.0 +-------------------------------------------------------------------------------- +bin vhbb_Zmm_150_250_wj_13TeV vhbb_Zmm_150_250_wj_13TeV vhbb_Zmm_150_250_wj_13TeV vhbb_Zmm_150_250_wj_13TeV vhbb_Zmm_150_250_wj_13TeV vhbb_Zmm_150_250_wj_13TeV vhbb_Zmm_150_250_wj_13TeV vhbb_Zmm_150_250_wj_13TeV vhbb_Zmm_150_250_wj_13TeV vhbb_Zmm_150_250_wj_13TeV vhbb_Zmm_150_250_wj_13TeV vhbb_Zmm_150_250_wj_13TeV vhbb_Zmm_150_250_wj_13TeV vhbb_Zmm_150_250_wj_13TeV vhbb_Zmm_150_250_wj_13TeV vhbb_Zmm_150_250_wj_13TeV +process ZH_lep_PTV_150_250_0J_hbb ggZH_lep_PTV_150_250_0J_hbb ZH_lep_PTV_150_250_GE1J_hbb ggZH_lep_PTV_150_250_GE1J_hbb ZH_lep_PTV_75_150_hbb ZH_lep_PTV_250_400_hbb ggZH_lep_PTV_75_150_hbb ggZH_lep_PTV_250_400_hbb s_Top Zj1b TT Zj0b_c Zj0b_udsg VVLF Zj2b VVHF +process -7 -6 -5 -4 -3 -2 -1 0 1 2 3 4 5 6 7 8 +rate 0.762842 0.236849 2.29349 1.85484 0.0566257 0.058656 0.0334749 0.0356914 4.09855 82.2795 21.4416 47.2884 73.9011 4.34776 93.8013 9.39814 +-------------------------------------------------------------------------------- +BR_hbb lnN 1.005 1.005 1.005 1.005 1.005 1.005 1.005 1.005 - - - - - - - - +CMS_LHE_weights_pdf_TT lnN - - - - - - - - - - 1.02 - - - - - +CMS_LHE_weights_pdf_VVHF lnN - - - - - - - - - - - - - - - 1.04 +CMS_LHE_weights_pdf_VVLF lnN - - - - - - - - - - - - - 1.03 - - +CMS_LHE_weights_pdf_ZH lnN 1.04 - 1.04 - 1.04 1.04 - - - - - - - - - - +CMS_LHE_weights_pdf_Zj0b_c lnN - - - - - - - - - - - 1.05 - - - - +CMS_LHE_weights_pdf_Zj0b_udsg lnN - - - - - - - - - - - - 1.04 - - - +CMS_LHE_weights_pdf_Zj1b lnN - - - - - - - - - 1.04 - - - - - - +CMS_LHE_weights_pdf_Zj2b lnN - - - - - - - - - - - - - - 1.04 - +CMS_LHE_weights_pdf_ggZH lnN - 1.02 - 1.02 - - 1.02 1.03 - - - - - - - - +CMS_LHE_weights_pdf_sTop lnN - - - - - - - - 1.02 - - - - - - - +CMS_vhbb_ST lnN - - - - - - - - 1.15 - - - - - - - +CMS_vhbb_VV lnN - - - - - - - - - - - - - 1.15 - 1.15 +CMS_vhbb_boost_EWK_13TeV lnN 1.02 - 1.02 - 1.02 1.02 - - - - - - - - - - +CMS_vhbb_eff_m_Zll_13TeV_2016 lnN 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 +QCDscale_VV lnN - - - - - - - - - - - - - 1.04 - 1.04 +QCDscale_ttbar lnN - - - - - - - - - - 1.06 - - - - - +THU_ZH_inc lnN 0.994/1.005 - 0.994/1.005 - 0.994/1.005 0.994/1.005 - - - - - - - - - - +THU_ZH_mig01 lnN 0.956 - 1.053 - - - - - - - - - - - - - +THU_ZH_mig150 lnN 1.013 - 1.013 - 0.995 1.013 - - - - - - - - - - +THU_ZH_mig250 lnN 0.9958 - 0.9958 - - 1.014 - - - - - - - - - - +THU_ZH_mig75 lnN 1.04 - 1.04 - 1.04 1.04 - - - - - - - - - - +THU_ggZH_inc lnN - 0.811/1.251 - 0.811/1.251 - - 0.811/1.251 0.811/1.251 - - - - - - - - +THU_ggZH_mig01 lnN - 1.6/0.393 - 1.277 - - - - - - - - - - - - +THU_ggZH_mig150 lnN - 1.142 - 1.142 - - 0.882 1.142 - - - - - - - - +THU_ggZH_mig250 lnN - 0.963 - 0.963 - - - 1.154 - - - - - - - - +THU_ggZH_mig75 lnN - 1.27 - 1.27 - - 1.27 1.27 - - - - - - - - +lumi_13TeV_2016 lnN 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 +lumi_13TeV_20162017 lnN 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 +lumi_13TeV_Run2 lnN 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 +pdf_Higgs_gg lnN - 1.024 - 1.024 - - 1.024 1.024 - - - - - - - - +pdf_Higgs_qqbar lnN 1.016 - 1.016 - 1.016 1.016 - - - - - - - - - - diff --git a/data/tutorials/tutorial_unfolding_2023/counting/regions/vhbb_Zmm_250_400_13TeV.txt b/data/tutorials/tutorial_unfolding_2023/counting/regions/vhbb_Zmm_250_400_13TeV.txt new file mode 100644 index 00000000000..703dcf5cde7 --- /dev/null +++ b/data/tutorials/tutorial_unfolding_2023/counting/regions/vhbb_Zmm_250_400_13TeV.txt @@ -0,0 +1,46 @@ +imax 1 number of bins +jmax 15 number of processes minus 1 +kmax * number of nuisance parameters +-------------------------------------------------------------------------------- +shapes * vhbb_Zmm_250_400_13TeV FAKE +-------------------------------------------------------------------------------- +bin vhbb_Zmm_250_400_13TeV +observation 135.0 +-------------------------------------------------------------------------------- +bin vhbb_Zmm_250_400_13TeV vhbb_Zmm_250_400_13TeV vhbb_Zmm_250_400_13TeV vhbb_Zmm_250_400_13TeV vhbb_Zmm_250_400_13TeV vhbb_Zmm_250_400_13TeV vhbb_Zmm_250_400_13TeV vhbb_Zmm_250_400_13TeV vhbb_Zmm_250_400_13TeV vhbb_Zmm_250_400_13TeV vhbb_Zmm_250_400_13TeV vhbb_Zmm_250_400_13TeV vhbb_Zmm_250_400_13TeV vhbb_Zmm_250_400_13TeV vhbb_Zmm_250_400_13TeV vhbb_Zmm_250_400_13TeV +process ZH_lep_PTV_150_250_0J_hbb ZH_lep_PTV_150_250_GE1J_hbb ggZH_lep_PTV_GT400_hbb ggZH_lep_PTV_150_250_GE1J_hbb ggZH_lep_PTV_150_250_0J_hbb ZH_lep_PTV_GT400_hbb ZH_lep_PTV_250_400_hbb ggZH_lep_PTV_250_400_hbb s_Top Zj1b TT Zj0b_c Zj0b_udsg VVLF Zj2b VVHF +process -7 -6 -5 -4 -3 -2 -1 0 1 2 3 4 5 6 7 8 +rate 0.0528544 0.040251 0.00521515 0.0270781 0.0118978 0.0397512 3.05012 0.932716 1.4838 26.5937 1.73496 17.872 20.934 1.21077 38.7157 4.83543 +-------------------------------------------------------------------------------- +BR_hbb lnN 1.005 1.005 1.005 1.005 1.005 1.005 1.005 1.005 - - - - - - - - +CMS_LHE_weights_pdf_TT lnN - - - - - - - - - - 1.02 - - - - - +CMS_LHE_weights_pdf_VVHF lnN - - - - - - - - - - - - - - - 1.04 +CMS_LHE_weights_pdf_VVLF lnN - - - - - - - - - - - - - 1.03 - - +CMS_LHE_weights_pdf_ZH lnN 1.04 1.04 - - - 1.04 1.04 - - - - - - - - - +CMS_LHE_weights_pdf_Zj0b_c lnN - - - - - - - - - - - 1.05 - - - - +CMS_LHE_weights_pdf_Zj0b_udsg lnN - - - - - - - - - - - - 1.04 - - - +CMS_LHE_weights_pdf_Zj1b lnN - - - - - - - - - 1.04 - - - - - - +CMS_LHE_weights_pdf_Zj2b lnN - - - - - - - - - - - - - - 1.04 - +CMS_LHE_weights_pdf_ggZH lnN - - - 1.02 1.02 - - 1.03 - - - - - - - - +CMS_LHE_weights_pdf_sTop lnN - - - - - - - - 1.02 - - - - - - - +CMS_vhbb_ST lnN - - - - - - - - 1.15 - - - - - - - +CMS_vhbb_VV lnN - - - - - - - - - - - - - 1.15 - 1.15 +CMS_vhbb_boost_EWK_13TeV lnN 1.02 1.02 - - - 1.02 1.02 - - - - - - - - - +CMS_vhbb_eff_m_Zll_13TeV_2016 lnN 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 +QCDscale_VV lnN - - - - - - - - - - - - - 1.04 - 1.04 +QCDscale_ttbar lnN - - - - - - - - - - 1.06 - - - - - +THU_ZH_inc lnN 0.994/1.005 0.994/1.005 - - - 0.994/1.005 0.994/1.005 - - - - - - - - - +THU_ZH_mig01 lnN 0.956 1.053 - - - - - - - - - - - - - - +THU_ZH_mig150 lnN 1.013 1.013 - - - 1.013 1.013 - - - - - - - - - +THU_ZH_mig250 lnN 0.9958 0.9958 - - - 1.014 1.014 - - - - - - - - - +THU_ZH_mig75 lnN 1.04 1.04 - - - 1.04 1.04 - - - - - - - - - +THU_ggZH_inc lnN - - 0.811/1.251 0.811/1.251 0.811/1.251 - - 0.811/1.251 - - - - - - - - +THU_ggZH_mig01 lnN - - - 1.277 1.6/0.393 - - - - - - - - - - - +THU_ggZH_mig150 lnN - - 1.142 1.142 1.142 - - 1.142 - - - - - - - - +THU_ggZH_mig250 lnN - - 1.154 0.963 0.963 - - 1.154 - - - - - - - - +THU_ggZH_mig75 lnN - - 1.27 1.27 1.27 - - 1.27 - - - - - - - - +lumi_13TeV_2016 lnN 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 +lumi_13TeV_20162017 lnN 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 +lumi_13TeV_Run2 lnN 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 +pdf_Higgs_gg lnN - - 1.024 1.024 1.024 - - 1.024 - - - - - - - - +pdf_Higgs_qqbar lnN 1.016 1.016 - - - 1.016 1.016 - - - - - - - - - diff --git a/data/tutorials/tutorial_unfolding_2023/counting/regions/vhbb_Zmm_75_150_13TeV.txt b/data/tutorials/tutorial_unfolding_2023/counting/regions/vhbb_Zmm_75_150_13TeV.txt new file mode 100644 index 00000000000..01a2686c955 --- /dev/null +++ b/data/tutorials/tutorial_unfolding_2023/counting/regions/vhbb_Zmm_75_150_13TeV.txt @@ -0,0 +1,46 @@ +imax 1 number of bins +jmax 15 number of processes minus 1 +kmax * number of nuisance parameters +-------------------------------------------------------------------------------- +shapes * vhbb_Zmm_75_150_13TeV FAKE +-------------------------------------------------------------------------------- +bin vhbb_Zmm_75_150_13TeV +observation 3842.0 +-------------------------------------------------------------------------------- +bin vhbb_Zmm_75_150_13TeV vhbb_Zmm_75_150_13TeV vhbb_Zmm_75_150_13TeV vhbb_Zmm_75_150_13TeV vhbb_Zmm_75_150_13TeV vhbb_Zmm_75_150_13TeV vhbb_Zmm_75_150_13TeV vhbb_Zmm_75_150_13TeV vhbb_Zmm_75_150_13TeV vhbb_Zmm_75_150_13TeV vhbb_Zmm_75_150_13TeV vhbb_Zmm_75_150_13TeV vhbb_Zmm_75_150_13TeV vhbb_Zmm_75_150_13TeV vhbb_Zmm_75_150_13TeV vhbb_Zmm_75_150_13TeV +process ZH_lep_PTV_150_250_0J_hbb ZH_lep_PTV_0_75_hbb ZH_lep_PTV_150_250_GE1J_hbb ggZH_lep_PTV_0_75_hbb ggZH_lep_PTV_150_250_GE1J_hbb ZH_lep_PTV_75_150_hbb ggZH_lep_PTV_150_250_0J_hbb ggZH_lep_PTV_75_150_hbb s_Top Zj1b TT Zj0b_c Zj0b_udsg VVLF Zj2b VVHF +process -7 -6 -5 -4 -3 -2 -1 0 1 2 3 4 5 6 7 8 +rate 0.200198 0.144304 0.110205 0.0151224 0.0797105 18.7188 0.0708998 4.98749 29.3259 982.726 845.026 328.039 463.063 21.7848 841.487 47.2904 +-------------------------------------------------------------------------------- +BR_hbb lnN 1.005 1.005 1.005 1.005 1.005 1.005 1.005 1.005 - - - - - - - - +CMS_LHE_weights_pdf_TT lnN - - - - - - - - - - 1.02 - - - - - +CMS_LHE_weights_pdf_VVHF lnN - - - - - - - - - - - - - - - 1.04 +CMS_LHE_weights_pdf_VVLF lnN - - - - - - - - - - - - - 1.03 - - +CMS_LHE_weights_pdf_ZH lnN 1.04 1.04 1.04 - - 1.04 - - - - - - - - - - +CMS_LHE_weights_pdf_Zj0b_c lnN - - - - - - - - - - - 1.05 - - - - +CMS_LHE_weights_pdf_Zj0b_udsg lnN - - - - - - - - - - - - 1.04 - - - +CMS_LHE_weights_pdf_Zj1b lnN - - - - - - - - - 1.04 - - - - - - +CMS_LHE_weights_pdf_Zj2b lnN - - - - - - - - - - - - - - 1.04 - +CMS_LHE_weights_pdf_ggZH lnN - - - 1.02 1.02 - 1.02 1.02 - - - - - - - - +CMS_LHE_weights_pdf_sTop lnN - - - - - - - - 1.02 - - - - - - - +CMS_vhbb_ST lnN - - - - - - - - 1.15 - - - - - - - +CMS_vhbb_VV lnN - - - - - - - - - - - - - 1.15 - 1.15 +CMS_vhbb_boost_EWK_13TeV lnN 1.02 1.02 1.02 - - 1.02 - - - - - - - - - - +CMS_vhbb_eff_m_Zll_13TeV_2016 lnN 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 +QCDscale_VV lnN - - - - - - - - - - - - - 1.04 - 1.04 +QCDscale_ttbar lnN - - - - - - - - - - 1.06 - - - - - +THU_ZH_inc lnN 0.994/1.005 0.994/1.005 0.994/1.005 - - 0.994/1.005 - - - - - - - - - - +THU_ZH_mig01 lnN 0.956 - 1.053 - - - - - - - - - - - - - +THU_ZH_mig150 lnN 1.013 - 1.013 - - 0.995 - - - - - - - - - - +THU_ZH_mig250 lnN 0.9958 - 0.9958 - - - - - - - - - - - - - +THU_ZH_mig75 lnN 1.04 0.963 1.04 - - 1.04 - - - - - - - - - - +THU_ggZH_inc lnN - - - 0.811/1.251 0.811/1.251 - 0.811/1.251 0.811/1.251 - - - - - - - - +THU_ggZH_mig01 lnN - - - - 1.277 - 1.6/0.393 - - - - - - - - - +THU_ggZH_mig150 lnN - - - - 1.142 - 1.142 0.882 - - - - - - - - +THU_ggZH_mig250 lnN - - - - 0.963 - 0.963 - - - - - - - - - +THU_ggZH_mig75 lnN - - - 1.9/0.1 1.27 - 1.27 1.27 - - - - - - - - +lumi_13TeV_2016 lnN 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 +lumi_13TeV_20162017 lnN 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 +lumi_13TeV_Run2 lnN 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 +pdf_Higgs_gg lnN - - - 1.024 1.024 - 1.024 1.024 - - - - - - - - +pdf_Higgs_qqbar lnN 1.016 1.016 1.016 - - 1.016 - - - - - - - - - - diff --git a/data/tutorials/tutorial_unfolding_2023/counting/regions/vhbb_Zmm_gt400_13TeV.txt b/data/tutorials/tutorial_unfolding_2023/counting/regions/vhbb_Zmm_gt400_13TeV.txt new file mode 100644 index 00000000000..52d6063a8dd --- /dev/null +++ b/data/tutorials/tutorial_unfolding_2023/counting/regions/vhbb_Zmm_gt400_13TeV.txt @@ -0,0 +1,40 @@ +imax 1 number of bins +jmax 9 number of processes minus 1 +kmax * number of nuisance parameters +-------------------------------------------------------------------------------- +shapes * vhbb_Zmm_gt400_13TeV FAKE +-------------------------------------------------------------------------------- +bin vhbb_Zmm_gt400_13TeV +observation 12.0 +-------------------------------------------------------------------------------- +bin vhbb_Zmm_gt400_13TeV vhbb_Zmm_gt400_13TeV vhbb_Zmm_gt400_13TeV vhbb_Zmm_gt400_13TeV vhbb_Zmm_gt400_13TeV vhbb_Zmm_gt400_13TeV vhbb_Zmm_gt400_13TeV vhbb_Zmm_gt400_13TeV vhbb_Zmm_gt400_13TeV vhbb_Zmm_gt400_13TeV +process ggZH_lep_PTV_GT400_hbb ZH_lep_PTV_GT400_hbb ZH_lep_PTV_250_400_hbb ggZH_lep_PTV_250_400_hbb Zj1b Zj0b_c Zj0b_udsg VVLF Zj2b VVHF +process -3 -2 -1 0 1 2 3 4 5 6 +rate 0.0907733 0.668303 0.026293 0.00434588 3.78735 2.58885 4.09457 0.413716 7.02731 0.642605 +-------------------------------------------------------------------------------- +BR_hbb lnN 1.005 1.005 1.005 1.005 - - - - - - +CMS_LHE_weights_pdf_VVHF lnN - - - - - - - - - 1.04 +CMS_LHE_weights_pdf_VVLF lnN - - - - - - - 1.03 - - +CMS_LHE_weights_pdf_ZH lnN - 1.04 1.04 - - - - - - - +CMS_LHE_weights_pdf_Zj0b_c lnN - - - - - 1.05 - - - - +CMS_LHE_weights_pdf_Zj0b_udsg lnN - - - - - - 1.04 - - - +CMS_LHE_weights_pdf_Zj1b lnN - - - - 1.04 - - - - - +CMS_LHE_weights_pdf_Zj2b lnN - - - - - - - - 1.04 - +CMS_LHE_weights_pdf_ggZH lnN - - - 1.03 - - - - - - +CMS_vhbb_VV lnN - - - - - - - 1.15 - 1.15 +CMS_vhbb_boost_EWK_13TeV lnN - 1.02 1.02 - - - - - - - +CMS_vhbb_eff_m_Zll_13TeV_2016 lnN 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 1.04 +QCDscale_VV lnN - - - - - - - 1.04 - 1.04 +THU_ZH_inc lnN - 0.994/1.005 0.994/1.005 - - - - - - - +THU_ZH_mig150 lnN - 1.013 1.013 - - - - - - - +THU_ZH_mig250 lnN - 1.014 1.014 - - - - - - - +THU_ZH_mig75 lnN - 1.04 1.04 - - - - - - - +THU_ggZH_inc lnN 0.811/1.251 - - 0.811/1.251 - - - - - - +THU_ggZH_mig150 lnN 1.142 - - 1.142 - - - - - - +THU_ggZH_mig250 lnN 1.154 - - 1.154 - - - - - - +THU_ggZH_mig75 lnN 1.27 - - 1.27 - - - - - - +lumi_13TeV_2016 lnN 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 1.022 +lumi_13TeV_20162017 lnN 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 1.0075 +lumi_13TeV_Run2 lnN 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 +pdf_Higgs_gg lnN 1.024 - - 1.024 - - - - - - +pdf_Higgs_qqbar lnN - 1.016 1.016 - - - - - - - diff --git a/data/tutorials/tutorial_unfolding_2023/full_model_datacards/comb_full_model.inputs.root b/data/tutorials/tutorial_unfolding_2023/full_model_datacards/comb_full_model.inputs.root new file mode 100644 index 00000000000..e834cba3f27 Binary files /dev/null and b/data/tutorials/tutorial_unfolding_2023/full_model_datacards/comb_full_model.inputs.root differ diff --git a/data/tutorials/tutorial_unfolding_2023/full_model_datacards/comb_full_model.txt b/data/tutorials/tutorial_unfolding_2023/full_model_datacards/comb_full_model.txt new file mode 100644 index 00000000000..11e62028e5c --- /dev/null +++ b/data/tutorials/tutorial_unfolding_2023/full_model_datacards/comb_full_model.txt @@ -0,0 +1,394 @@ +imax 28 number of bins +jmax 19 number of processes minus 1 +kmax * number of nuisance parameters +-------------------------------------------------------------------------------- +shapes * vhbb_Zee_SR_150_250_noj_13TeV comb_full_model.inputs.root vhbb_Zee_SR_150_250_noj_13TeV/$PROCESS vhbb_Zee_SR_150_250_noj_13TeV/$PROCESS_$SYSTEMATIC +shapes * vhbb_Zee_SR_150_250_wj_13TeV comb_full_model.inputs.root vhbb_Zee_SR_150_250_wj_13TeV/$PROCESS vhbb_Zee_SR_150_250_wj_13TeV/$PROCESS_$SYSTEMATIC +shapes * vhbb_Zee_SR_250_400_13TeV comb_full_model.inputs.root vhbb_Zee_SR_250_400_13TeV/$PROCESS vhbb_Zee_SR_250_400_13TeV/$PROCESS_$SYSTEMATIC +shapes * vhbb_Zee_SR_75_150_13TeV comb_full_model.inputs.root vhbb_Zee_SR_75_150_13TeV/$PROCESS vhbb_Zee_SR_75_150_13TeV/$PROCESS_$SYSTEMATIC +shapes * vhbb_Zee_SR_gt400_13TeV comb_full_model.inputs.root vhbb_Zee_SR_gt400_13TeV/$PROCESS vhbb_Zee_SR_gt400_13TeV/$PROCESS_$SYSTEMATIC +shapes * vhbb_Zee_ttCR_150_250_13TeV comb_full_model.inputs.root vhbb_Zee_ttCR_150_250_13TeV/$PROCESS vhbb_Zee_ttCR_150_250_13TeV/$PROCESS_$SYSTEMATIC +shapes * vhbb_Zee_ttCR_75_150_13TeV comb_full_model.inputs.root vhbb_Zee_ttCR_75_150_13TeV/$PROCESS vhbb_Zee_ttCR_75_150_13TeV/$PROCESS_$SYSTEMATIC +shapes * vhbb_Zee_ttCR_gt250_13TeV comb_full_model.inputs.root vhbb_Zee_ttCR_gt250_13TeV/$PROCESS vhbb_Zee_ttCR_gt250_13TeV/$PROCESS_$SYSTEMATIC +shapes * vhbb_Zee_zhfCR_150_250_13TeV comb_full_model.inputs.root vhbb_Zee_zhfCR_150_250_13TeV/$PROCESS vhbb_Zee_zhfCR_150_250_13TeV/$PROCESS_$SYSTEMATIC +shapes * vhbb_Zee_zhfCR_75_150_13TeV comb_full_model.inputs.root vhbb_Zee_zhfCR_75_150_13TeV/$PROCESS vhbb_Zee_zhfCR_75_150_13TeV/$PROCESS_$SYSTEMATIC +shapes * vhbb_Zee_zhfCR_gt250_13TeV comb_full_model.inputs.root vhbb_Zee_zhfCR_gt250_13TeV/$PROCESS vhbb_Zee_zhfCR_gt250_13TeV/$PROCESS_$SYSTEMATIC +shapes * vhbb_Zee_zlfCR_150_250_13TeV comb_full_model.inputs.root vhbb_Zee_zlfCR_150_250_13TeV/$PROCESS vhbb_Zee_zlfCR_150_250_13TeV/$PROCESS_$SYSTEMATIC +shapes * vhbb_Zee_zlfCR_75_150_13TeV comb_full_model.inputs.root vhbb_Zee_zlfCR_75_150_13TeV/$PROCESS vhbb_Zee_zlfCR_75_150_13TeV/$PROCESS_$SYSTEMATIC +shapes * vhbb_Zee_zlfCR_gt250_13TeV comb_full_model.inputs.root vhbb_Zee_zlfCR_gt250_13TeV/$PROCESS vhbb_Zee_zlfCR_gt250_13TeV/$PROCESS_$SYSTEMATIC +shapes * vhbb_Zmm_SR_150_250_noj_13TeV comb_full_model.inputs.root vhbb_Zmm_SR_150_250_noj_13TeV/$PROCESS vhbb_Zmm_SR_150_250_noj_13TeV/$PROCESS_$SYSTEMATIC +shapes * vhbb_Zmm_SR_150_250_wj_13TeV comb_full_model.inputs.root vhbb_Zmm_SR_150_250_wj_13TeV/$PROCESS vhbb_Zmm_SR_150_250_wj_13TeV/$PROCESS_$SYSTEMATIC +shapes * vhbb_Zmm_SR_250_400_13TeV comb_full_model.inputs.root vhbb_Zmm_SR_250_400_13TeV/$PROCESS vhbb_Zmm_SR_250_400_13TeV/$PROCESS_$SYSTEMATIC +shapes * vhbb_Zmm_SR_75_150_13TeV comb_full_model.inputs.root vhbb_Zmm_SR_75_150_13TeV/$PROCESS vhbb_Zmm_SR_75_150_13TeV/$PROCESS_$SYSTEMATIC +shapes * vhbb_Zmm_SR_gt400_13TeV comb_full_model.inputs.root vhbb_Zmm_SR_gt400_13TeV/$PROCESS vhbb_Zmm_SR_gt400_13TeV/$PROCESS_$SYSTEMATIC +shapes * vhbb_Zmm_ttCR_150_250_13TeV comb_full_model.inputs.root vhbb_Zmm_ttCR_150_250_13TeV/$PROCESS vhbb_Zmm_ttCR_150_250_13TeV/$PROCESS_$SYSTEMATIC +shapes * vhbb_Zmm_ttCR_75_150_13TeV comb_full_model.inputs.root vhbb_Zmm_ttCR_75_150_13TeV/$PROCESS vhbb_Zmm_ttCR_75_150_13TeV/$PROCESS_$SYSTEMATIC +shapes * vhbb_Zmm_ttCR_gt250_13TeV comb_full_model.inputs.root vhbb_Zmm_ttCR_gt250_13TeV/$PROCESS vhbb_Zmm_ttCR_gt250_13TeV/$PROCESS_$SYSTEMATIC +shapes * vhbb_Zmm_zhfCR_150_250_13TeV comb_full_model.inputs.root vhbb_Zmm_zhfCR_150_250_13TeV/$PROCESS vhbb_Zmm_zhfCR_150_250_13TeV/$PROCESS_$SYSTEMATIC +shapes * vhbb_Zmm_zhfCR_75_150_13TeV comb_full_model.inputs.root vhbb_Zmm_zhfCR_75_150_13TeV/$PROCESS vhbb_Zmm_zhfCR_75_150_13TeV/$PROCESS_$SYSTEMATIC +shapes * vhbb_Zmm_zhfCR_gt250_13TeV comb_full_model.inputs.root vhbb_Zmm_zhfCR_gt250_13TeV/$PROCESS vhbb_Zmm_zhfCR_gt250_13TeV/$PROCESS_$SYSTEMATIC +shapes * vhbb_Zmm_zlfCR_150_250_13TeV comb_full_model.inputs.root vhbb_Zmm_zlfCR_150_250_13TeV/$PROCESS vhbb_Zmm_zlfCR_150_250_13TeV/$PROCESS_$SYSTEMATIC +shapes * vhbb_Zmm_zlfCR_75_150_13TeV comb_full_model.inputs.root vhbb_Zmm_zlfCR_75_150_13TeV/$PROCESS vhbb_Zmm_zlfCR_75_150_13TeV/$PROCESS_$SYSTEMATIC +shapes * vhbb_Zmm_zlfCR_gt250_13TeV comb_full_model.inputs.root vhbb_Zmm_zlfCR_gt250_13TeV/$PROCESS vhbb_Zmm_zlfCR_gt250_13TeV/$PROCESS_$SYSTEMATIC +-------------------------------------------------------------------------------- +bin vhbb_Zee_zlfCR_gt250_13TeV vhbb_Zee_zhfCR_gt250_13TeV vhbb_Zee_ttCR_gt250_13TeV vhbb_Zee_SR_75_150_13TeV vhbb_Zee_SR_250_400_13TeV vhbb_Zee_SR_gt400_13TeV vhbb_Zee_zlfCR_75_150_13TeV vhbb_Zee_zhfCR_75_150_13TeV vhbb_Zee_ttCR_75_150_13TeV vhbb_Zee_SR_150_250_noj_13TeV vhbb_Zee_zlfCR_150_250_13TeV vhbb_Zee_zhfCR_150_250_13TeV vhbb_Zee_ttCR_150_250_13TeV vhbb_Zee_SR_150_250_wj_13TeV vhbb_Zmm_zlfCR_gt250_13TeV vhbb_Zmm_zhfCR_gt250_13TeV vhbb_Zmm_ttCR_gt250_13TeV vhbb_Zmm_SR_75_150_13TeV vhbb_Zmm_SR_250_400_13TeV vhbb_Zmm_SR_gt400_13TeV vhbb_Zmm_zlfCR_75_150_13TeV vhbb_Zmm_zhfCR_75_150_13TeV vhbb_Zmm_ttCR_75_150_13TeV vhbb_Zmm_SR_150_250_noj_13TeV vhbb_Zmm_zlfCR_150_250_13TeV vhbb_Zmm_zhfCR_150_250_13TeV vhbb_Zmm_ttCR_150_250_13TeV vhbb_Zmm_SR_150_250_wj_13TeV +observation 1325.0 171.0 84.0 2478.0 108.0 12.0 32439.0 3001.0 9768.0 234.0 6944.0 795.0 1011.0 292.0 1719.0 234.0 154.0 3842.0 135.0 12.0 48206.9990 4737.0 15396.0 332.0 9545.0 1125.0 1485.0 374.0 +-------------------------------------------------------------------------------- +bin vhbb_Zee_zlfCR_gt250_13TeV vhbb_Zee_zlfCR_gt250_13TeV vhbb_Zee_zlfCR_gt250_13TeV vhbb_Zee_zlfCR_gt250_13TeV vhbb_Zee_zlfCR_gt250_13TeV vhbb_Zee_zlfCR_gt250_13TeV vhbb_Zee_zlfCR_gt250_13TeV vhbb_Zee_zlfCR_gt250_13TeV vhbb_Zee_zlfCR_gt250_13TeV vhbb_Zee_zlfCR_gt250_13TeV vhbb_Zee_zlfCR_gt250_13TeV vhbb_Zee_zlfCR_gt250_13TeV vhbb_Zee_zlfCR_gt250_13TeV vhbb_Zee_zhfCR_gt250_13TeV vhbb_Zee_zhfCR_gt250_13TeV vhbb_Zee_zhfCR_gt250_13TeV vhbb_Zee_zhfCR_gt250_13TeV vhbb_Zee_zhfCR_gt250_13TeV vhbb_Zee_zhfCR_gt250_13TeV vhbb_Zee_zhfCR_gt250_13TeV vhbb_Zee_zhfCR_gt250_13TeV vhbb_Zee_zhfCR_gt250_13TeV vhbb_Zee_zhfCR_gt250_13TeV vhbb_Zee_zhfCR_gt250_13TeV vhbb_Zee_zhfCR_gt250_13TeV vhbb_Zee_zhfCR_gt250_13TeV vhbb_Zee_zhfCR_gt250_13TeV vhbb_Zee_zhfCR_gt250_13TeV vhbb_Zee_zhfCR_gt250_13TeV vhbb_Zee_ttCR_gt250_13TeV vhbb_Zee_ttCR_gt250_13TeV vhbb_Zee_ttCR_gt250_13TeV vhbb_Zee_ttCR_gt250_13TeV vhbb_Zee_ttCR_gt250_13TeV vhbb_Zee_ttCR_gt250_13TeV vhbb_Zee_ttCR_gt250_13TeV vhbb_Zee_ttCR_gt250_13TeV vhbb_Zee_ttCR_gt250_13TeV vhbb_Zee_ttCR_gt250_13TeV vhbb_Zee_ttCR_gt250_13TeV vhbb_Zee_ttCR_gt250_13TeV vhbb_Zee_ttCR_gt250_13TeV vhbb_Zee_ttCR_gt250_13TeV vhbb_Zee_ttCR_gt250_13TeV vhbb_Zee_SR_75_150_13TeV vhbb_Zee_SR_75_150_13TeV vhbb_Zee_SR_75_150_13TeV vhbb_Zee_SR_75_150_13TeV vhbb_Zee_SR_75_150_13TeV vhbb_Zee_SR_75_150_13TeV vhbb_Zee_SR_75_150_13TeV vhbb_Zee_SR_75_150_13TeV vhbb_Zee_SR_75_150_13TeV vhbb_Zee_SR_75_150_13TeV vhbb_Zee_SR_75_150_13TeV vhbb_Zee_SR_75_150_13TeV vhbb_Zee_SR_75_150_13TeV vhbb_Zee_SR_75_150_13TeV vhbb_Zee_SR_75_150_13TeV vhbb_Zee_SR_75_150_13TeV vhbb_Zee_SR_250_400_13TeV vhbb_Zee_SR_250_400_13TeV vhbb_Zee_SR_250_400_13TeV vhbb_Zee_SR_250_400_13TeV vhbb_Zee_SR_250_400_13TeV vhbb_Zee_SR_250_400_13TeV vhbb_Zee_SR_250_400_13TeV vhbb_Zee_SR_250_400_13TeV vhbb_Zee_SR_250_400_13TeV vhbb_Zee_SR_250_400_13TeV vhbb_Zee_SR_250_400_13TeV vhbb_Zee_SR_250_400_13TeV vhbb_Zee_SR_250_400_13TeV vhbb_Zee_SR_250_400_13TeV vhbb_Zee_SR_250_400_13TeV vhbb_Zee_SR_250_400_13TeV vhbb_Zee_SR_gt400_13TeV vhbb_Zee_SR_gt400_13TeV vhbb_Zee_SR_gt400_13TeV vhbb_Zee_SR_gt400_13TeV vhbb_Zee_SR_gt400_13TeV vhbb_Zee_SR_gt400_13TeV vhbb_Zee_SR_gt400_13TeV vhbb_Zee_SR_gt400_13TeV vhbb_Zee_SR_gt400_13TeV vhbb_Zee_SR_gt400_13TeV vhbb_Zee_zlfCR_75_150_13TeV vhbb_Zee_zlfCR_75_150_13TeV vhbb_Zee_zlfCR_75_150_13TeV vhbb_Zee_zlfCR_75_150_13TeV vhbb_Zee_zlfCR_75_150_13TeV vhbb_Zee_zlfCR_75_150_13TeV vhbb_Zee_zlfCR_75_150_13TeV vhbb_Zee_zlfCR_75_150_13TeV vhbb_Zee_zlfCR_75_150_13TeV vhbb_Zee_zlfCR_75_150_13TeV vhbb_Zee_zlfCR_75_150_13TeV vhbb_Zee_zlfCR_75_150_13TeV vhbb_Zee_zlfCR_75_150_13TeV vhbb_Zee_zlfCR_75_150_13TeV vhbb_Zee_zlfCR_75_150_13TeV vhbb_Zee_zlfCR_75_150_13TeV vhbb_Zee_zhfCR_75_150_13TeV vhbb_Zee_zhfCR_75_150_13TeV vhbb_Zee_zhfCR_75_150_13TeV vhbb_Zee_zhfCR_75_150_13TeV vhbb_Zee_zhfCR_75_150_13TeV vhbb_Zee_zhfCR_75_150_13TeV vhbb_Zee_zhfCR_75_150_13TeV vhbb_Zee_zhfCR_75_150_13TeV vhbb_Zee_zhfCR_75_150_13TeV vhbb_Zee_zhfCR_75_150_13TeV vhbb_Zee_zhfCR_75_150_13TeV vhbb_Zee_zhfCR_75_150_13TeV vhbb_Zee_zhfCR_75_150_13TeV vhbb_Zee_zhfCR_75_150_13TeV vhbb_Zee_zhfCR_75_150_13TeV vhbb_Zee_zhfCR_75_150_13TeV vhbb_Zee_ttCR_75_150_13TeV vhbb_Zee_ttCR_75_150_13TeV vhbb_Zee_ttCR_75_150_13TeV vhbb_Zee_ttCR_75_150_13TeV vhbb_Zee_ttCR_75_150_13TeV vhbb_Zee_ttCR_75_150_13TeV vhbb_Zee_ttCR_75_150_13TeV vhbb_Zee_ttCR_75_150_13TeV vhbb_Zee_ttCR_75_150_13TeV vhbb_Zee_ttCR_75_150_13TeV vhbb_Zee_ttCR_75_150_13TeV vhbb_Zee_ttCR_75_150_13TeV vhbb_Zee_ttCR_75_150_13TeV vhbb_Zee_ttCR_75_150_13TeV vhbb_Zee_ttCR_75_150_13TeV vhbb_Zee_ttCR_75_150_13TeV vhbb_Zee_ttCR_75_150_13TeV vhbb_Zee_ttCR_75_150_13TeV vhbb_Zee_ttCR_75_150_13TeV vhbb_Zee_ttCR_75_150_13TeV vhbb_Zee_SR_150_250_noj_13TeV vhbb_Zee_SR_150_250_noj_13TeV vhbb_Zee_SR_150_250_noj_13TeV vhbb_Zee_SR_150_250_noj_13TeV vhbb_Zee_SR_150_250_noj_13TeV vhbb_Zee_SR_150_250_noj_13TeV vhbb_Zee_SR_150_250_noj_13TeV vhbb_Zee_SR_150_250_noj_13TeV vhbb_Zee_SR_150_250_noj_13TeV vhbb_Zee_SR_150_250_noj_13TeV vhbb_Zee_SR_150_250_noj_13TeV vhbb_Zee_SR_150_250_noj_13TeV vhbb_Zee_SR_150_250_noj_13TeV vhbb_Zee_SR_150_250_noj_13TeV vhbb_Zee_SR_150_250_noj_13TeV vhbb_Zee_SR_150_250_noj_13TeV vhbb_Zee_zlfCR_150_250_13TeV vhbb_Zee_zlfCR_150_250_13TeV vhbb_Zee_zlfCR_150_250_13TeV vhbb_Zee_zlfCR_150_250_13TeV vhbb_Zee_zlfCR_150_250_13TeV vhbb_Zee_zlfCR_150_250_13TeV vhbb_Zee_zlfCR_150_250_13TeV vhbb_Zee_zlfCR_150_250_13TeV vhbb_Zee_zlfCR_150_250_13TeV vhbb_Zee_zlfCR_150_250_13TeV vhbb_Zee_zlfCR_150_250_13TeV vhbb_Zee_zlfCR_150_250_13TeV vhbb_Zee_zlfCR_150_250_13TeV vhbb_Zee_zlfCR_150_250_13TeV vhbb_Zee_zlfCR_150_250_13TeV vhbb_Zee_zlfCR_150_250_13TeV vhbb_Zee_zhfCR_150_250_13TeV vhbb_Zee_zhfCR_150_250_13TeV vhbb_Zee_zhfCR_150_250_13TeV vhbb_Zee_zhfCR_150_250_13TeV vhbb_Zee_zhfCR_150_250_13TeV vhbb_Zee_zhfCR_150_250_13TeV vhbb_Zee_zhfCR_150_250_13TeV vhbb_Zee_zhfCR_150_250_13TeV vhbb_Zee_zhfCR_150_250_13TeV vhbb_Zee_zhfCR_150_250_13TeV vhbb_Zee_zhfCR_150_250_13TeV vhbb_Zee_zhfCR_150_250_13TeV vhbb_Zee_zhfCR_150_250_13TeV vhbb_Zee_zhfCR_150_250_13TeV vhbb_Zee_zhfCR_150_250_13TeV vhbb_Zee_zhfCR_150_250_13TeV vhbb_Zee_ttCR_150_250_13TeV vhbb_Zee_ttCR_150_250_13TeV vhbb_Zee_ttCR_150_250_13TeV vhbb_Zee_ttCR_150_250_13TeV vhbb_Zee_ttCR_150_250_13TeV vhbb_Zee_ttCR_150_250_13TeV vhbb_Zee_ttCR_150_250_13TeV vhbb_Zee_ttCR_150_250_13TeV vhbb_Zee_ttCR_150_250_13TeV vhbb_Zee_ttCR_150_250_13TeV vhbb_Zee_ttCR_150_250_13TeV vhbb_Zee_ttCR_150_250_13TeV vhbb_Zee_ttCR_150_250_13TeV vhbb_Zee_ttCR_150_250_13TeV vhbb_Zee_ttCR_150_250_13TeV vhbb_Zee_ttCR_150_250_13TeV vhbb_Zee_ttCR_150_250_13TeV vhbb_Zee_ttCR_150_250_13TeV vhbb_Zee_ttCR_150_250_13TeV vhbb_Zee_SR_150_250_wj_13TeV vhbb_Zee_SR_150_250_wj_13TeV vhbb_Zee_SR_150_250_wj_13TeV vhbb_Zee_SR_150_250_wj_13TeV vhbb_Zee_SR_150_250_wj_13TeV vhbb_Zee_SR_150_250_wj_13TeV vhbb_Zee_SR_150_250_wj_13TeV vhbb_Zee_SR_150_250_wj_13TeV vhbb_Zee_SR_150_250_wj_13TeV vhbb_Zee_SR_150_250_wj_13TeV vhbb_Zee_SR_150_250_wj_13TeV vhbb_Zee_SR_150_250_wj_13TeV vhbb_Zee_SR_150_250_wj_13TeV vhbb_Zee_SR_150_250_wj_13TeV vhbb_Zee_SR_150_250_wj_13TeV vhbb_Zee_SR_150_250_wj_13TeV vhbb_Zmm_zlfCR_gt250_13TeV vhbb_Zmm_zlfCR_gt250_13TeV vhbb_Zmm_zlfCR_gt250_13TeV vhbb_Zmm_zlfCR_gt250_13TeV vhbb_Zmm_zlfCR_gt250_13TeV vhbb_Zmm_zlfCR_gt250_13TeV vhbb_Zmm_zlfCR_gt250_13TeV vhbb_Zmm_zlfCR_gt250_13TeV vhbb_Zmm_zlfCR_gt250_13TeV vhbb_Zmm_zlfCR_gt250_13TeV vhbb_Zmm_zlfCR_gt250_13TeV vhbb_Zmm_zlfCR_gt250_13TeV vhbb_Zmm_zlfCR_gt250_13TeV vhbb_Zmm_zlfCR_gt250_13TeV vhbb_Zmm_zlfCR_gt250_13TeV vhbb_Zmm_zlfCR_gt250_13TeV vhbb_Zmm_zhfCR_gt250_13TeV vhbb_Zmm_zhfCR_gt250_13TeV vhbb_Zmm_zhfCR_gt250_13TeV vhbb_Zmm_zhfCR_gt250_13TeV vhbb_Zmm_zhfCR_gt250_13TeV vhbb_Zmm_zhfCR_gt250_13TeV vhbb_Zmm_zhfCR_gt250_13TeV vhbb_Zmm_zhfCR_gt250_13TeV vhbb_Zmm_zhfCR_gt250_13TeV vhbb_Zmm_zhfCR_gt250_13TeV vhbb_Zmm_zhfCR_gt250_13TeV vhbb_Zmm_zhfCR_gt250_13TeV vhbb_Zmm_zhfCR_gt250_13TeV vhbb_Zmm_zhfCR_gt250_13TeV vhbb_Zmm_zhfCR_gt250_13TeV vhbb_Zmm_zhfCR_gt250_13TeV vhbb_Zmm_ttCR_gt250_13TeV vhbb_Zmm_ttCR_gt250_13TeV vhbb_Zmm_ttCR_gt250_13TeV vhbb_Zmm_ttCR_gt250_13TeV vhbb_Zmm_ttCR_gt250_13TeV vhbb_Zmm_ttCR_gt250_13TeV vhbb_Zmm_ttCR_gt250_13TeV vhbb_Zmm_ttCR_gt250_13TeV vhbb_Zmm_ttCR_gt250_13TeV vhbb_Zmm_ttCR_gt250_13TeV vhbb_Zmm_ttCR_gt250_13TeV vhbb_Zmm_ttCR_gt250_13TeV vhbb_Zmm_ttCR_gt250_13TeV vhbb_Zmm_ttCR_gt250_13TeV vhbb_Zmm_ttCR_gt250_13TeV vhbb_Zmm_ttCR_gt250_13TeV vhbb_Zmm_ttCR_gt250_13TeV vhbb_Zmm_SR_75_150_13TeV vhbb_Zmm_SR_75_150_13TeV vhbb_Zmm_SR_75_150_13TeV vhbb_Zmm_SR_75_150_13TeV vhbb_Zmm_SR_75_150_13TeV vhbb_Zmm_SR_75_150_13TeV vhbb_Zmm_SR_75_150_13TeV vhbb_Zmm_SR_75_150_13TeV vhbb_Zmm_SR_75_150_13TeV vhbb_Zmm_SR_75_150_13TeV vhbb_Zmm_SR_75_150_13TeV vhbb_Zmm_SR_75_150_13TeV vhbb_Zmm_SR_75_150_13TeV vhbb_Zmm_SR_75_150_13TeV vhbb_Zmm_SR_75_150_13TeV vhbb_Zmm_SR_75_150_13TeV vhbb_Zmm_SR_250_400_13TeV vhbb_Zmm_SR_250_400_13TeV vhbb_Zmm_SR_250_400_13TeV vhbb_Zmm_SR_250_400_13TeV vhbb_Zmm_SR_250_400_13TeV vhbb_Zmm_SR_250_400_13TeV vhbb_Zmm_SR_250_400_13TeV vhbb_Zmm_SR_250_400_13TeV vhbb_Zmm_SR_250_400_13TeV vhbb_Zmm_SR_250_400_13TeV vhbb_Zmm_SR_250_400_13TeV vhbb_Zmm_SR_250_400_13TeV vhbb_Zmm_SR_250_400_13TeV vhbb_Zmm_SR_250_400_13TeV vhbb_Zmm_SR_250_400_13TeV vhbb_Zmm_SR_250_400_13TeV vhbb_Zmm_SR_gt400_13TeV vhbb_Zmm_SR_gt400_13TeV vhbb_Zmm_SR_gt400_13TeV vhbb_Zmm_SR_gt400_13TeV vhbb_Zmm_SR_gt400_13TeV vhbb_Zmm_SR_gt400_13TeV vhbb_Zmm_SR_gt400_13TeV vhbb_Zmm_SR_gt400_13TeV vhbb_Zmm_SR_gt400_13TeV vhbb_Zmm_SR_gt400_13TeV vhbb_Zmm_zlfCR_75_150_13TeV vhbb_Zmm_zlfCR_75_150_13TeV vhbb_Zmm_zlfCR_75_150_13TeV vhbb_Zmm_zlfCR_75_150_13TeV vhbb_Zmm_zlfCR_75_150_13TeV vhbb_Zmm_zlfCR_75_150_13TeV vhbb_Zmm_zlfCR_75_150_13TeV vhbb_Zmm_zlfCR_75_150_13TeV vhbb_Zmm_zlfCR_75_150_13TeV vhbb_Zmm_zlfCR_75_150_13TeV vhbb_Zmm_zlfCR_75_150_13TeV vhbb_Zmm_zlfCR_75_150_13TeV vhbb_Zmm_zlfCR_75_150_13TeV vhbb_Zmm_zlfCR_75_150_13TeV vhbb_Zmm_zlfCR_75_150_13TeV vhbb_Zmm_zlfCR_75_150_13TeV vhbb_Zmm_zhfCR_75_150_13TeV vhbb_Zmm_zhfCR_75_150_13TeV vhbb_Zmm_zhfCR_75_150_13TeV vhbb_Zmm_zhfCR_75_150_13TeV vhbb_Zmm_zhfCR_75_150_13TeV vhbb_Zmm_zhfCR_75_150_13TeV vhbb_Zmm_zhfCR_75_150_13TeV vhbb_Zmm_zhfCR_75_150_13TeV vhbb_Zmm_zhfCR_75_150_13TeV vhbb_Zmm_zhfCR_75_150_13TeV vhbb_Zmm_zhfCR_75_150_13TeV vhbb_Zmm_zhfCR_75_150_13TeV vhbb_Zmm_zhfCR_75_150_13TeV vhbb_Zmm_zhfCR_75_150_13TeV vhbb_Zmm_zhfCR_75_150_13TeV vhbb_Zmm_zhfCR_75_150_13TeV vhbb_Zmm_ttCR_75_150_13TeV vhbb_Zmm_ttCR_75_150_13TeV vhbb_Zmm_ttCR_75_150_13TeV vhbb_Zmm_ttCR_75_150_13TeV vhbb_Zmm_ttCR_75_150_13TeV vhbb_Zmm_ttCR_75_150_13TeV vhbb_Zmm_ttCR_75_150_13TeV vhbb_Zmm_ttCR_75_150_13TeV vhbb_Zmm_ttCR_75_150_13TeV vhbb_Zmm_ttCR_75_150_13TeV vhbb_Zmm_ttCR_75_150_13TeV vhbb_Zmm_ttCR_75_150_13TeV vhbb_Zmm_ttCR_75_150_13TeV vhbb_Zmm_ttCR_75_150_13TeV vhbb_Zmm_ttCR_75_150_13TeV vhbb_Zmm_ttCR_75_150_13TeV vhbb_Zmm_ttCR_75_150_13TeV vhbb_Zmm_ttCR_75_150_13TeV vhbb_Zmm_ttCR_75_150_13TeV vhbb_Zmm_ttCR_75_150_13TeV vhbb_Zmm_SR_150_250_noj_13TeV vhbb_Zmm_SR_150_250_noj_13TeV vhbb_Zmm_SR_150_250_noj_13TeV vhbb_Zmm_SR_150_250_noj_13TeV vhbb_Zmm_SR_150_250_noj_13TeV vhbb_Zmm_SR_150_250_noj_13TeV vhbb_Zmm_SR_150_250_noj_13TeV vhbb_Zmm_SR_150_250_noj_13TeV vhbb_Zmm_SR_150_250_noj_13TeV vhbb_Zmm_SR_150_250_noj_13TeV vhbb_Zmm_SR_150_250_noj_13TeV vhbb_Zmm_SR_150_250_noj_13TeV vhbb_Zmm_SR_150_250_noj_13TeV vhbb_Zmm_SR_150_250_noj_13TeV vhbb_Zmm_SR_150_250_noj_13TeV vhbb_Zmm_SR_150_250_noj_13TeV vhbb_Zmm_zlfCR_150_250_13TeV vhbb_Zmm_zlfCR_150_250_13TeV vhbb_Zmm_zlfCR_150_250_13TeV vhbb_Zmm_zlfCR_150_250_13TeV vhbb_Zmm_zlfCR_150_250_13TeV vhbb_Zmm_zlfCR_150_250_13TeV vhbb_Zmm_zlfCR_150_250_13TeV vhbb_Zmm_zlfCR_150_250_13TeV vhbb_Zmm_zlfCR_150_250_13TeV vhbb_Zmm_zlfCR_150_250_13TeV 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vhbb_Zmm_ttCR_150_250_13TeV vhbb_Zmm_ttCR_150_250_13TeV vhbb_Zmm_ttCR_150_250_13TeV vhbb_Zmm_ttCR_150_250_13TeV vhbb_Zmm_ttCR_150_250_13TeV vhbb_Zmm_ttCR_150_250_13TeV vhbb_Zmm_ttCR_150_250_13TeV vhbb_Zmm_SR_150_250_wj_13TeV vhbb_Zmm_SR_150_250_wj_13TeV vhbb_Zmm_SR_150_250_wj_13TeV vhbb_Zmm_SR_150_250_wj_13TeV vhbb_Zmm_SR_150_250_wj_13TeV vhbb_Zmm_SR_150_250_wj_13TeV vhbb_Zmm_SR_150_250_wj_13TeV vhbb_Zmm_SR_150_250_wj_13TeV vhbb_Zmm_SR_150_250_wj_13TeV vhbb_Zmm_SR_150_250_wj_13TeV vhbb_Zmm_SR_150_250_wj_13TeV vhbb_Zmm_SR_150_250_wj_13TeV vhbb_Zmm_SR_150_250_wj_13TeV vhbb_Zmm_SR_150_250_wj_13TeV vhbb_Zmm_SR_150_250_wj_13TeV vhbb_Zmm_SR_150_250_wj_13TeV +process ZH_lep_PTV_150_250_0J_hbb ZH_lep_PTV_150_250_GE1J_hbb ggZH_lep_PTV_GT400_hbb ggZH_lep_PTV_150_250_GE1J_hbb ZH_lep_PTV_GT400_hbb ZH_lep_PTV_250_400_hbb ggZH_lep_PTV_250_400_hbb Zj1b Zj0b_c Zj0b_udsg VVLF Zj2b VVHF ZH_lep_PTV_150_250_0J_hbb ZH_lep_PTV_150_250_GE1J_hbb ggZH_lep_PTV_GT400_hbb ggZH_lep_PTV_150_250_GE1J_hbb 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1 1 +CMS_bTagWeightDeepBHF_13TeV_2016_pt0_eta2 shape 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 +CMS_bTagWeightDeepBHF_13TeV_2016_pt1_eta0 shape 1 1 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1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 +CMS_bTagWeightDeepBcErr2_13TeV_2016_pt1_eta0 shape 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 +CMS_bTagWeightDeepBcErr2_13TeV_2016_pt1_eta1 shape 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 +CMS_bTagWeightDeepBcErr2_13TeV_2016_pt1_eta2 shape 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 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1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 +CMS_bTagWeightDeepBcErr2_13TeV_2016_pt2_eta2 shape 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 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1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 +CMS_bTagWeightDeepBcErr2_13TeV_2016_pt3_eta1 shape 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 +CMS_bTagWeightDeepBcErr2_13TeV_2016_pt3_eta2 shape 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 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1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 +CMS_bTagWeightDeepBcErr2_13TeV_2016_pt4_eta1 shape 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 +CMS_bTagWeightDeepBcErr2_13TeV_2016_pt4_eta2 shape 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 +CMS_res_j_regScale_2016_13TeV shape 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 +CMS_res_j_regSmear_BKG_2016_13TeV shape - - - - - - - 1 1 1 1 1 1 - - - - - - - - 1 1 1 1 1 1 1 1 - - - - - - - 1 1 1 1 1 1 1 1 - - - - - - - - 1 1 1 1 1 1 1 1 - - - - - - - - 1 1 1 1 1 1 1 1 - - - - 1 1 1 1 1 1 - - - - - - - - 1 1 1 1 1 1 1 1 - - - - - - - - 1 1 1 1 1 1 1 1 - - - - - - - - - - - - 1 1 1 1 1 1 1 1 - - - - - - - - 1 1 1 1 1 1 1 1 - - - - - - - - 1 1 1 1 1 1 1 1 - - - - - - - - 1 1 1 1 1 1 1 1 - - - - - - - - - - - 1 1 1 1 1 1 1 1 - - - - - - - - 1 1 1 1 1 1 1 1 - - - - - - - - 1 1 1 1 1 1 1 1 - - - - - - - - 1 1 1 1 1 1 1 1 - - - - - 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rateParam vhbb_Zmm_SR_150_250_noj_13TeV TT 1 [0,5] +SF_TT_Zmm_2016 rateParam vhbb_Zmm_SR_150_250_wj_13TeV TT 1 [0,5] +SF_TT_Zmm_2016 rateParam vhbb_Zmm_SR_250_400_13TeV TT 1 [0,5] +SF_TT_Zmm_2016 rateParam vhbb_Zmm_SR_75_150_13TeV TT 1 [0,5] +SF_TT_Zmm_2016 rateParam vhbb_Zmm_ttCR_150_250_13TeV TT 1 [0,5] +SF_TT_Zmm_2016 rateParam vhbb_Zmm_ttCR_75_150_13TeV TT 1 [0,5] +SF_TT_Zmm_2016 rateParam vhbb_Zmm_ttCR_gt250_13TeV TT 1 [0,5] +SF_TT_Zmm_2016 rateParam vhbb_Zmm_zhfCR_150_250_13TeV TT 1 [0,5] +SF_TT_Zmm_2016 rateParam vhbb_Zmm_zhfCR_75_150_13TeV TT 1 [0,5] +SF_TT_Zmm_2016 rateParam vhbb_Zmm_zhfCR_gt250_13TeV TT 1 [0,5] +SF_TT_Zmm_2016 rateParam vhbb_Zmm_zlfCR_150_250_13TeV TT 1 [0,5] +SF_TT_Zmm_2016 rateParam vhbb_Zmm_zlfCR_75_150_13TeV TT 1 [0,5] +SF_TT_Zmm_2016 rateParam vhbb_Zmm_zlfCR_gt250_13TeV TT 1 [0,5] +SF_Zj0b_c_Zee_2016 rateParam vhbb_Zee_SR_150_250_noj_13TeV Zj0b_c 1 [0,5] +SF_Zj0b_c_Zee_2016 rateParam vhbb_Zee_SR_150_250_wj_13TeV Zj0b_c 1 [0,5] +SF_Zj0b_c_Zee_2016 rateParam vhbb_Zee_SR_250_400_13TeV Zj0b_c 1 [0,5] +SF_Zj0b_c_Zee_2016 rateParam vhbb_Zee_SR_75_150_13TeV Zj0b_c 1 [0,5] +SF_Zj0b_c_Zee_2016 rateParam vhbb_Zee_SR_gt400_13TeV Zj0b_c 1 [0,5] +SF_Zj0b_c_Zee_2016 rateParam vhbb_Zee_ttCR_150_250_13TeV Zj0b_c 1 [0,5] +SF_Zj0b_c_Zee_2016 rateParam vhbb_Zee_ttCR_75_150_13TeV Zj0b_c 1 [0,5] +SF_Zj0b_c_Zee_2016 rateParam vhbb_Zee_ttCR_gt250_13TeV Zj0b_c 1 [0,5] +SF_Zj0b_c_Zee_2016 rateParam vhbb_Zee_zhfCR_150_250_13TeV Zj0b_c 1 [0,5] +SF_Zj0b_c_Zee_2016 rateParam vhbb_Zee_zhfCR_75_150_13TeV Zj0b_c 1 [0,5] +SF_Zj0b_c_Zee_2016 rateParam vhbb_Zee_zhfCR_gt250_13TeV Zj0b_c 1 [0,5] +SF_Zj0b_c_Zee_2016 rateParam vhbb_Zee_zlfCR_150_250_13TeV Zj0b_c 1 [0,5] +SF_Zj0b_c_Zee_2016 rateParam vhbb_Zee_zlfCR_75_150_13TeV Zj0b_c 1 [0,5] +SF_Zj0b_c_Zee_2016 rateParam vhbb_Zee_zlfCR_gt250_13TeV Zj0b_c 1 [0,5] +SF_Zj0b_c_Zmm_2016 rateParam vhbb_Zmm_SR_150_250_noj_13TeV Zj0b_c 1 [0,5] +SF_Zj0b_c_Zmm_2016 rateParam vhbb_Zmm_SR_150_250_wj_13TeV Zj0b_c 1 [0,5] +SF_Zj0b_c_Zmm_2016 rateParam vhbb_Zmm_SR_250_400_13TeV Zj0b_c 1 [0,5] +SF_Zj0b_c_Zmm_2016 rateParam vhbb_Zmm_SR_75_150_13TeV Zj0b_c 1 [0,5] +SF_Zj0b_c_Zmm_2016 rateParam vhbb_Zmm_SR_gt400_13TeV Zj0b_c 1 [0,5] +SF_Zj0b_c_Zmm_2016 rateParam vhbb_Zmm_ttCR_150_250_13TeV Zj0b_c 1 [0,5] +SF_Zj0b_c_Zmm_2016 rateParam vhbb_Zmm_ttCR_75_150_13TeV Zj0b_c 1 [0,5] +SF_Zj0b_c_Zmm_2016 rateParam vhbb_Zmm_ttCR_gt250_13TeV Zj0b_c 1 [0,5] +SF_Zj0b_c_Zmm_2016 rateParam vhbb_Zmm_zhfCR_150_250_13TeV Zj0b_c 1 [0,5] +SF_Zj0b_c_Zmm_2016 rateParam vhbb_Zmm_zhfCR_75_150_13TeV Zj0b_c 1 [0,5] +SF_Zj0b_c_Zmm_2016 rateParam vhbb_Zmm_zhfCR_gt250_13TeV Zj0b_c 1 [0,5] +SF_Zj0b_c_Zmm_2016 rateParam vhbb_Zmm_zlfCR_150_250_13TeV Zj0b_c 1 [0,5] +SF_Zj0b_c_Zmm_2016 rateParam vhbb_Zmm_zlfCR_75_150_13TeV Zj0b_c 1 [0,5] +SF_Zj0b_c_Zmm_2016 rateParam vhbb_Zmm_zlfCR_gt250_13TeV Zj0b_c 1 [0,5] +SF_Zj0b_udsg_Zee_2016 rateParam vhbb_Zee_SR_150_250_noj_13TeV Zj0b_udsg 1 [0,5] +SF_Zj0b_udsg_Zee_2016 rateParam vhbb_Zee_SR_150_250_wj_13TeV Zj0b_udsg 1 [0,5] +SF_Zj0b_udsg_Zee_2016 rateParam vhbb_Zee_SR_250_400_13TeV Zj0b_udsg 1 [0,5] +SF_Zj0b_udsg_Zee_2016 rateParam vhbb_Zee_SR_75_150_13TeV Zj0b_udsg 1 [0,5] +SF_Zj0b_udsg_Zee_2016 rateParam vhbb_Zee_SR_gt400_13TeV Zj0b_udsg 1 [0,5] +SF_Zj0b_udsg_Zee_2016 rateParam vhbb_Zee_ttCR_150_250_13TeV Zj0b_udsg 1 [0,5] +SF_Zj0b_udsg_Zee_2016 rateParam vhbb_Zee_ttCR_75_150_13TeV Zj0b_udsg 1 [0,5] +SF_Zj0b_udsg_Zee_2016 rateParam vhbb_Zee_ttCR_gt250_13TeV Zj0b_udsg 1 [0,5] +SF_Zj0b_udsg_Zee_2016 rateParam vhbb_Zee_zhfCR_150_250_13TeV Zj0b_udsg 1 [0,5] +SF_Zj0b_udsg_Zee_2016 rateParam vhbb_Zee_zhfCR_75_150_13TeV Zj0b_udsg 1 [0,5] +SF_Zj0b_udsg_Zee_2016 rateParam vhbb_Zee_zhfCR_gt250_13TeV Zj0b_udsg 1 [0,5] +SF_Zj0b_udsg_Zee_2016 rateParam vhbb_Zee_zlfCR_150_250_13TeV Zj0b_udsg 1 [0,5] +SF_Zj0b_udsg_Zee_2016 rateParam vhbb_Zee_zlfCR_75_150_13TeV Zj0b_udsg 1 [0,5] +SF_Zj0b_udsg_Zee_2016 rateParam vhbb_Zee_zlfCR_gt250_13TeV Zj0b_udsg 1 [0,5] +SF_Zj0b_udsg_Zmm_2016 rateParam vhbb_Zmm_SR_150_250_noj_13TeV Zj0b_udsg 1 [0,5] +SF_Zj0b_udsg_Zmm_2016 rateParam vhbb_Zmm_SR_150_250_wj_13TeV Zj0b_udsg 1 [0,5] +SF_Zj0b_udsg_Zmm_2016 rateParam vhbb_Zmm_SR_250_400_13TeV Zj0b_udsg 1 [0,5] +SF_Zj0b_udsg_Zmm_2016 rateParam vhbb_Zmm_SR_75_150_13TeV Zj0b_udsg 1 [0,5] +SF_Zj0b_udsg_Zmm_2016 rateParam vhbb_Zmm_SR_gt400_13TeV Zj0b_udsg 1 [0,5] +SF_Zj0b_udsg_Zmm_2016 rateParam vhbb_Zmm_ttCR_150_250_13TeV Zj0b_udsg 1 [0,5] +SF_Zj0b_udsg_Zmm_2016 rateParam vhbb_Zmm_ttCR_75_150_13TeV Zj0b_udsg 1 [0,5] +SF_Zj0b_udsg_Zmm_2016 rateParam vhbb_Zmm_ttCR_gt250_13TeV Zj0b_udsg 1 [0,5] +SF_Zj0b_udsg_Zmm_2016 rateParam vhbb_Zmm_zhfCR_150_250_13TeV Zj0b_udsg 1 [0,5] +SF_Zj0b_udsg_Zmm_2016 rateParam vhbb_Zmm_zhfCR_75_150_13TeV Zj0b_udsg 1 [0,5] +SF_Zj0b_udsg_Zmm_2016 rateParam vhbb_Zmm_zhfCR_gt250_13TeV Zj0b_udsg 1 [0,5] +SF_Zj0b_udsg_Zmm_2016 rateParam vhbb_Zmm_zlfCR_150_250_13TeV Zj0b_udsg 1 [0,5] +SF_Zj0b_udsg_Zmm_2016 rateParam vhbb_Zmm_zlfCR_75_150_13TeV Zj0b_udsg 1 [0,5] +SF_Zj0b_udsg_Zmm_2016 rateParam vhbb_Zmm_zlfCR_gt250_13TeV Zj0b_udsg 1 [0,5] +SF_Zj1b_Zee_2016 rateParam vhbb_Zee_SR_150_250_noj_13TeV Zj1b 1 [0,5] +SF_Zj1b_Zee_2016 rateParam vhbb_Zee_SR_150_250_wj_13TeV Zj1b 1 [0,5] +SF_Zj1b_Zee_2016 rateParam vhbb_Zee_SR_250_400_13TeV Zj1b 1 [0,5] +SF_Zj1b_Zee_2016 rateParam vhbb_Zee_SR_75_150_13TeV Zj1b 1 [0,5] +SF_Zj1b_Zee_2016 rateParam vhbb_Zee_SR_gt400_13TeV Zj1b 1 [0,5] +SF_Zj1b_Zee_2016 rateParam vhbb_Zee_ttCR_150_250_13TeV Zj1b 1 [0,5] +SF_Zj1b_Zee_2016 rateParam vhbb_Zee_ttCR_75_150_13TeV Zj1b 1 [0,5] +SF_Zj1b_Zee_2016 rateParam vhbb_Zee_ttCR_gt250_13TeV Zj1b 1 [0,5] +SF_Zj1b_Zee_2016 rateParam vhbb_Zee_zhfCR_150_250_13TeV Zj1b 1 [0,5] +SF_Zj1b_Zee_2016 rateParam vhbb_Zee_zhfCR_75_150_13TeV Zj1b 1 [0,5] +SF_Zj1b_Zee_2016 rateParam vhbb_Zee_zhfCR_gt250_13TeV Zj1b 1 [0,5] +SF_Zj1b_Zee_2016 rateParam vhbb_Zee_zlfCR_150_250_13TeV Zj1b 1 [0,5] +SF_Zj1b_Zee_2016 rateParam vhbb_Zee_zlfCR_75_150_13TeV Zj1b 1 [0,5] +SF_Zj1b_Zee_2016 rateParam vhbb_Zee_zlfCR_gt250_13TeV Zj1b 1 [0,5] +SF_Zj1b_Zmm_2016 rateParam vhbb_Zmm_SR_150_250_noj_13TeV Zj1b 1 [0,5] +SF_Zj1b_Zmm_2016 rateParam vhbb_Zmm_SR_150_250_wj_13TeV Zj1b 1 [0,5] +SF_Zj1b_Zmm_2016 rateParam vhbb_Zmm_SR_250_400_13TeV Zj1b 1 [0,5] +SF_Zj1b_Zmm_2016 rateParam vhbb_Zmm_SR_75_150_13TeV Zj1b 1 [0,5] +SF_Zj1b_Zmm_2016 rateParam vhbb_Zmm_SR_gt400_13TeV Zj1b 1 [0,5] +SF_Zj1b_Zmm_2016 rateParam vhbb_Zmm_ttCR_150_250_13TeV Zj1b 1 [0,5] +SF_Zj1b_Zmm_2016 rateParam vhbb_Zmm_ttCR_75_150_13TeV Zj1b 1 [0,5] +SF_Zj1b_Zmm_2016 rateParam vhbb_Zmm_ttCR_gt250_13TeV Zj1b 1 [0,5] +SF_Zj1b_Zmm_2016 rateParam vhbb_Zmm_zhfCR_150_250_13TeV Zj1b 1 [0,5] +SF_Zj1b_Zmm_2016 rateParam vhbb_Zmm_zhfCR_75_150_13TeV Zj1b 1 [0,5] +SF_Zj1b_Zmm_2016 rateParam vhbb_Zmm_zhfCR_gt250_13TeV Zj1b 1 [0,5] +SF_Zj1b_Zmm_2016 rateParam vhbb_Zmm_zlfCR_150_250_13TeV Zj1b 1 [0,5] +SF_Zj1b_Zmm_2016 rateParam vhbb_Zmm_zlfCR_75_150_13TeV Zj1b 1 [0,5] +SF_Zj1b_Zmm_2016 rateParam vhbb_Zmm_zlfCR_gt250_13TeV Zj1b 1 [0,5] +SF_Zj2b_Zee_2016 rateParam vhbb_Zee_SR_150_250_noj_13TeV Zj2b 1 [0,5] +SF_Zj2b_Zee_2016 rateParam vhbb_Zee_SR_150_250_wj_13TeV Zj2b 1 [0,5] +SF_Zj2b_Zee_2016 rateParam vhbb_Zee_SR_250_400_13TeV Zj2b 1 [0,5] +SF_Zj2b_Zee_2016 rateParam vhbb_Zee_SR_75_150_13TeV Zj2b 1 [0,5] +SF_Zj2b_Zee_2016 rateParam vhbb_Zee_SR_gt400_13TeV Zj2b 1 [0,5] +SF_Zj2b_Zee_2016 rateParam vhbb_Zee_ttCR_150_250_13TeV Zj2b 1 [0,5] +SF_Zj2b_Zee_2016 rateParam vhbb_Zee_ttCR_75_150_13TeV Zj2b 1 [0,5] +SF_Zj2b_Zee_2016 rateParam vhbb_Zee_ttCR_gt250_13TeV Zj2b 1 [0,5] +SF_Zj2b_Zee_2016 rateParam vhbb_Zee_zhfCR_150_250_13TeV Zj2b 1 [0,5] +SF_Zj2b_Zee_2016 rateParam vhbb_Zee_zhfCR_75_150_13TeV Zj2b 1 [0,5] +SF_Zj2b_Zee_2016 rateParam vhbb_Zee_zhfCR_gt250_13TeV Zj2b 1 [0,5] +SF_Zj2b_Zee_2016 rateParam vhbb_Zee_zlfCR_150_250_13TeV Zj2b 1 [0,5] +SF_Zj2b_Zee_2016 rateParam vhbb_Zee_zlfCR_75_150_13TeV Zj2b 1 [0,5] +SF_Zj2b_Zee_2016 rateParam vhbb_Zee_zlfCR_gt250_13TeV Zj2b 1 [0,5] +SF_Zj2b_Zmm_2016 rateParam vhbb_Zmm_SR_150_250_noj_13TeV Zj2b 1 [0,5] +SF_Zj2b_Zmm_2016 rateParam vhbb_Zmm_SR_150_250_wj_13TeV Zj2b 1 [0,5] +SF_Zj2b_Zmm_2016 rateParam vhbb_Zmm_SR_250_400_13TeV Zj2b 1 [0,5] +SF_Zj2b_Zmm_2016 rateParam vhbb_Zmm_SR_75_150_13TeV Zj2b 1 [0,5] +SF_Zj2b_Zmm_2016 rateParam vhbb_Zmm_SR_gt400_13TeV Zj2b 1 [0,5] +SF_Zj2b_Zmm_2016 rateParam vhbb_Zmm_ttCR_150_250_13TeV Zj2b 1 [0,5] +SF_Zj2b_Zmm_2016 rateParam vhbb_Zmm_ttCR_75_150_13TeV Zj2b 1 [0,5] +SF_Zj2b_Zmm_2016 rateParam vhbb_Zmm_ttCR_gt250_13TeV Zj2b 1 [0,5] +SF_Zj2b_Zmm_2016 rateParam vhbb_Zmm_zhfCR_150_250_13TeV Zj2b 1 [0,5] +SF_Zj2b_Zmm_2016 rateParam vhbb_Zmm_zhfCR_75_150_13TeV Zj2b 1 [0,5] +SF_Zj2b_Zmm_2016 rateParam vhbb_Zmm_zhfCR_gt250_13TeV Zj2b 1 [0,5] +SF_Zj2b_Zmm_2016 rateParam vhbb_Zmm_zlfCR_150_250_13TeV Zj2b 1 [0,5] +SF_Zj2b_Zmm_2016 rateParam vhbb_Zmm_zlfCR_75_150_13TeV Zj2b 1 [0,5] +SF_Zj2b_Zmm_2016 rateParam vhbb_Zmm_zlfCR_gt250_13TeV Zj2b 1 [0,5] +* autoMCStats 0 diff --git a/data/tutorials/tutorial_unfolding_2023/full_model_datacards/regions/vhbb_Zee_SR_150_250_noj_13TeV.txt b/data/tutorials/tutorial_unfolding_2023/full_model_datacards/regions/vhbb_Zee_SR_150_250_noj_13TeV.txt new file mode 100644 index 00000000000..3f202d3a922 --- /dev/null +++ b/data/tutorials/tutorial_unfolding_2023/full_model_datacards/regions/vhbb_Zee_SR_150_250_noj_13TeV.txt @@ -0,0 +1,224 @@ +imax 1 number of bins +jmax 15 number of processes minus 1 +kmax * number of nuisance parameters +-------------------------------------------------------------------------------- +shapes * vhbb_Zee_SR_150_250_noj_13TeV vhbb_input_vhbb_Zee_SR_150_250_noj_13TeV.root vhbb_Zee_SR_150_250_noj_13TeV/$PROCESS vhbb_Zee_SR_150_250_noj_13TeV/$PROCESS_$SYSTEMATIC +-------------------------------------------------------------------------------- +bin vhbb_Zee_SR_150_250_noj_13TeV +observation 234.0 +-------------------------------------------------------------------------------- +bin vhbb_Zee_SR_150_250_noj_13TeV vhbb_Zee_SR_150_250_noj_13TeV vhbb_Zee_SR_150_250_noj_13TeV vhbb_Zee_SR_150_250_noj_13TeV vhbb_Zee_SR_150_250_noj_13TeV vhbb_Zee_SR_150_250_noj_13TeV vhbb_Zee_SR_150_250_noj_13TeV vhbb_Zee_SR_150_250_noj_13TeV vhbb_Zee_SR_150_250_noj_13TeV vhbb_Zee_SR_150_250_noj_13TeV vhbb_Zee_SR_150_250_noj_13TeV vhbb_Zee_SR_150_250_noj_13TeV vhbb_Zee_SR_150_250_noj_13TeV vhbb_Zee_SR_150_250_noj_13TeV vhbb_Zee_SR_150_250_noj_13TeV vhbb_Zee_SR_150_250_noj_13TeV +process ZH_lep_PTV_150_250_0J_hbb ggZH_lep_PTV_150_250_0J_hbb ZH_lep_PTV_150_250_GE1J_hbb ggZH_lep_PTV_150_250_GE1J_hbb ZH_lep_PTV_75_150_hbb ZH_lep_PTV_250_400_hbb ggZH_lep_PTV_75_150_hbb ggZH_lep_PTV_250_400_hbb s_Top Zj1b TT Zj0b_c Zj0b_udsg VVLF Zj2b VVHF +process -7 -6 -5 -4 -3 -2 -1 0 1 2 3 4 5 6 7 8 +rate 4.04803 1.14958 0.54319 0.566078 0.0506599 0.0670264 0.0210925 0.0147148 0.740672 54.9086 17.4569 27.4265 19.0182 2.07354 63.9033 7.76079 +-------------------------------------------------------------------------------- +BR_hbb lnN 1.005 1.005 1.005 1.005 1.005 1.005 1.005 1.005 - - - - - - - - +CMS_LHE_weights_pdf_TT lnN - - - - - - - - - - 1.02 - - - - - +CMS_LHE_weights_pdf_VVHF lnN - - - - - - - - - - - - - - - 1.04 +CMS_LHE_weights_pdf_VVLF lnN - - - - - - - - - - - - - 1.03 - - +CMS_LHE_weights_pdf_ZH lnN 1.04 - 1.04 - 1.04 1.04 - - - - - - - - - - +CMS_LHE_weights_pdf_Zj0b_c lnN - - - - - - - - - - - 1.05 - - - - +CMS_LHE_weights_pdf_Zj0b_udsg lnN - - - - - - - - - - - - 1.04 - - - +CMS_LHE_weights_pdf_Zj1b lnN - - - - - - - - - 1.04 - - - - - - +CMS_LHE_weights_pdf_Zj2b lnN - - - - - - - - - - - - - - 1.04 - +CMS_LHE_weights_pdf_ggZH lnN - 1.02 - 1.02 - - 1.02 1.03 - - - - - - - - +CMS_LHE_weights_pdf_sTop lnN - - - - - - - - 1.02 - - - - - - - +CMS_LHE_weights_scale_muF_TT shape - - - - - - - - - - 1 - - - - - +CMS_LHE_weights_scale_muF_Zj0b_c shape - - - - - - - - - - - 1 - - - - +CMS_LHE_weights_scale_muF_Zj0b_udsg shape - - - - - - - - - - - - 1 - - - +CMS_LHE_weights_scale_muF_Zj1b shape - - - - - - - - - 1 - - - - - - +CMS_LHE_weights_scale_muF_Zj2b shape - - - - - - - - - - - - - - 1 - +CMS_LHE_weights_scale_muR_TT shape - - - - - - - - - - 1 - - - - - +CMS_LHE_weights_scale_muR_Zj0b_c shape - - - - - - - - - - - 1 - - - - +CMS_LHE_weights_scale_muR_Zj0b_udsg shape - - - - - - - - - - - - 1 - - - +CMS_LHE_weights_scale_muR_Zj1b shape - - - - - - - - - 1 - - - - - - +CMS_LHE_weights_scale_muR_Zj2b shape - - - - - - - - - - - - - - 1 - +CMS_bTagWeightDeepBHFStats1_13TeV_2016_pt0_eta0 shape 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 +CMS_bTagWeightDeepBHFStats1_13TeV_2016_pt0_eta1 shape 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 +CMS_bTagWeightDeepBHFStats1_13TeV_2016_pt0_eta2 shape 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 +CMS_bTagWeightDeepBHFStats1_13TeV_2016_pt1_eta0 shape 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 +CMS_bTagWeightDeepBHFStats1_13TeV_2016_pt1_eta1 shape 1 1 1 1 1 1 1 1 1 1 1 1 1 1 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- - - - - - +pdf_Higgs_qqbar lnN 1.016 1.016 - - - 1.016 1.016 - - - - - - - - - +SF_TT_Zee_2016 rateParam * TT 1 [0,5] +SF_Zj0b_c_Zee_2016 rateParam * Zj0b_c 1 [0,5] +SF_Zj0b_udsg_Zee_2016 rateParam * Zj0b_udsg 1 [0,5] +SF_Zj1b_Zee_2016 rateParam * Zj1b 1 [0,5] +SF_Zj2b_Zee_2016 rateParam * Zj2b 1 [0,5] +* autoMCStats 0 diff --git a/data/tutorials/tutorial_unfolding_2023/full_model_datacards/regions/vhbb_Zee_SR_75_150_13TeV.txt b/data/tutorials/tutorial_unfolding_2023/full_model_datacards/regions/vhbb_Zee_SR_75_150_13TeV.txt new file mode 100644 index 00000000000..ee78900c1c5 --- /dev/null +++ b/data/tutorials/tutorial_unfolding_2023/full_model_datacards/regions/vhbb_Zee_SR_75_150_13TeV.txt @@ -0,0 +1,224 @@ +imax 1 number of bins +jmax 15 number of processes minus 1 +kmax * number of nuisance parameters +-------------------------------------------------------------------------------- +shapes * vhbb_Zee_SR_75_150_13TeV vhbb_input_vhbb_Zee_SR_75_150_13TeV.root 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- - - - - - +SF_TT_Zee_2016 rateParam * TT 1 [0,5] +SF_Zj0b_c_Zee_2016 rateParam * Zj0b_c 1 [0,5] +SF_Zj0b_udsg_Zee_2016 rateParam * Zj0b_udsg 1 [0,5] +SF_Zj1b_Zee_2016 rateParam * Zj1b 1 [0,5] +SF_Zj2b_Zee_2016 rateParam * Zj2b 1 [0,5] +* autoMCStats 0 diff --git a/data/tutorials/tutorial_unfolding_2023/full_model_datacards/regions/vhbb_Zee_zhfCR_150_250_13TeV.txt b/data/tutorials/tutorial_unfolding_2023/full_model_datacards/regions/vhbb_Zee_zhfCR_150_250_13TeV.txt new file mode 100644 index 00000000000..21ff04378ca --- /dev/null +++ b/data/tutorials/tutorial_unfolding_2023/full_model_datacards/regions/vhbb_Zee_zhfCR_150_250_13TeV.txt @@ -0,0 +1,224 @@ +imax 1 number of bins +jmax 15 number of processes minus 1 +kmax * number of nuisance parameters +-------------------------------------------------------------------------------- +shapes * vhbb_Zee_zhfCR_150_250_13TeV vhbb_input_vhbb_Zee_zhfCR_150_250_13TeV.root vhbb_Zee_zhfCR_150_250_13TeV/$PROCESS 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[0,5] +SF_Zj2b_Zee_2016 rateParam * Zj2b 1 [0,5] +* autoMCStats 0 diff --git a/data/tutorials/tutorial_unfolding_2023/full_model_datacards/regions/vhbb_Zee_zhfCR_75_150_13TeV.txt b/data/tutorials/tutorial_unfolding_2023/full_model_datacards/regions/vhbb_Zee_zhfCR_75_150_13TeV.txt new file mode 100644 index 00000000000..2ff39ff0781 --- /dev/null +++ b/data/tutorials/tutorial_unfolding_2023/full_model_datacards/regions/vhbb_Zee_zhfCR_75_150_13TeV.txt @@ -0,0 +1,224 @@ +imax 1 number of bins +jmax 15 number of processes minus 1 +kmax * number of nuisance parameters +-------------------------------------------------------------------------------- +shapes * vhbb_Zee_zhfCR_75_150_13TeV vhbb_input_vhbb_Zee_zhfCR_75_150_13TeV.root vhbb_Zee_zhfCR_75_150_13TeV/$PROCESS vhbb_Zee_zhfCR_75_150_13TeV/$PROCESS_$SYSTEMATIC +-------------------------------------------------------------------------------- +bin vhbb_Zee_zhfCR_75_150_13TeV +observation 3001.0 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a/data/tutorials/tutorial_unfolding_2023/full_model_datacards/regions/vhbb_Zee_zhfCR_gt250_13TeV.txt b/data/tutorials/tutorial_unfolding_2023/full_model_datacards/regions/vhbb_Zee_zhfCR_gt250_13TeV.txt new file mode 100644 index 00000000000..0989b074ebc --- /dev/null +++ b/data/tutorials/tutorial_unfolding_2023/full_model_datacards/regions/vhbb_Zee_zhfCR_gt250_13TeV.txt @@ -0,0 +1,224 @@ +imax 1 number of bins +jmax 15 number of processes minus 1 +kmax * number of nuisance parameters +-------------------------------------------------------------------------------- +shapes * vhbb_Zee_zhfCR_gt250_13TeV vhbb_input_vhbb_Zee_zhfCR_gt250_13TeV.root vhbb_Zee_zhfCR_gt250_13TeV/$PROCESS vhbb_Zee_zhfCR_gt250_13TeV/$PROCESS_$SYSTEMATIC +-------------------------------------------------------------------------------- +bin vhbb_Zee_zhfCR_gt250_13TeV +observation 171.0 +-------------------------------------------------------------------------------- +bin vhbb_Zee_zhfCR_gt250_13TeV vhbb_Zee_zhfCR_gt250_13TeV vhbb_Zee_zhfCR_gt250_13TeV vhbb_Zee_zhfCR_gt250_13TeV vhbb_Zee_zhfCR_gt250_13TeV vhbb_Zee_zhfCR_gt250_13TeV vhbb_Zee_zhfCR_gt250_13TeV vhbb_Zee_zhfCR_gt250_13TeV vhbb_Zee_zhfCR_gt250_13TeV vhbb_Zee_zhfCR_gt250_13TeV vhbb_Zee_zhfCR_gt250_13TeV vhbb_Zee_zhfCR_gt250_13TeV vhbb_Zee_zhfCR_gt250_13TeV vhbb_Zee_zhfCR_gt250_13TeV vhbb_Zee_zhfCR_gt250_13TeV vhbb_Zee_zhfCR_gt250_13TeV +process ZH_lep_PTV_150_250_0J_hbb ZH_lep_PTV_150_250_GE1J_hbb ggZH_lep_PTV_GT400_hbb ggZH_lep_PTV_150_250_GE1J_hbb ggZH_lep_PTV_150_250_0J_hbb ZH_lep_PTV_GT400_hbb ZH_lep_PTV_250_400_hbb ggZH_lep_PTV_250_400_hbb s_Top Zj1b TT Zj0b_c Zj0b_udsg VVLF Zj2b VVHF +process -7 -6 -5 -4 -3 -2 -1 0 1 2 3 4 5 6 7 8 +rate 0.00159229 0.00600393 0.0246859 0.00215724 0.000377825 0.0439859 0.303192 0.206689 0.500561 34.3887 0.775516 26.15 31.4583 1.45442 52.1697 3.4968 +-------------------------------------------------------------------------------- +BR_hbb lnN 1.005 1.005 1.005 1.005 1.005 1.005 1.005 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1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 +pdf_Higgs_gg lnN - 1.024 - 1.024 - - 1.024 1.024 - - - - - - - - +pdf_Higgs_qqbar lnN 1.016 - 1.016 - 1.016 1.016 - - - - - - - - - - +SF_TT_Zee_2016 rateParam * TT 1 [0,5] +SF_Zj0b_c_Zee_2016 rateParam * Zj0b_c 1 [0,5] +SF_Zj0b_udsg_Zee_2016 rateParam * Zj0b_udsg 1 [0,5] +SF_Zj1b_Zee_2016 rateParam * Zj1b 1 [0,5] +SF_Zj2b_Zee_2016 rateParam * Zj2b 1 [0,5] +* autoMCStats 0 diff --git a/data/tutorials/tutorial_unfolding_2023/full_model_datacards/regions/vhbb_Zee_zlfCR_75_150_13TeV.txt b/data/tutorials/tutorial_unfolding_2023/full_model_datacards/regions/vhbb_Zee_zlfCR_75_150_13TeV.txt new file mode 100644 index 00000000000..230369eaad7 --- /dev/null +++ b/data/tutorials/tutorial_unfolding_2023/full_model_datacards/regions/vhbb_Zee_zlfCR_75_150_13TeV.txt @@ -0,0 +1,224 @@ +imax 1 number of bins +jmax 15 number of processes minus 1 +kmax * number of nuisance parameters 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+SF_Zj0b_c_Zee_2016 rateParam * Zj0b_c 1 [0,5] +SF_Zj0b_udsg_Zee_2016 rateParam * Zj0b_udsg 1 [0,5] +SF_Zj1b_Zee_2016 rateParam * Zj1b 1 [0,5] +SF_Zj2b_Zee_2016 rateParam * Zj2b 1 [0,5] +* autoMCStats 0 diff --git a/data/tutorials/tutorial_unfolding_2023/full_model_datacards/regions/vhbb_Zee_zlfCR_gt250_13TeV.txt b/data/tutorials/tutorial_unfolding_2023/full_model_datacards/regions/vhbb_Zee_zlfCR_gt250_13TeV.txt new file mode 100644 index 00000000000..6a9910f5dcf --- /dev/null +++ b/data/tutorials/tutorial_unfolding_2023/full_model_datacards/regions/vhbb_Zee_zlfCR_gt250_13TeV.txt @@ -0,0 +1,215 @@ +imax 1 number of bins +jmax 12 number of processes minus 1 +kmax * number of nuisance parameters +-------------------------------------------------------------------------------- +shapes * vhbb_Zee_zlfCR_gt250_13TeV vhbb_input_vhbb_Zee_zlfCR_gt250_13TeV.root vhbb_Zee_zlfCR_gt250_13TeV/$PROCESS vhbb_Zee_zlfCR_gt250_13TeV/$PROCESS_$SYSTEMATIC 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a/data/tutorials/tutorial_unfolding_2023/full_model_datacards/regions/vhbb_Zmm_SR_150_250_noj_13TeV.txt b/data/tutorials/tutorial_unfolding_2023/full_model_datacards/regions/vhbb_Zmm_SR_150_250_noj_13TeV.txt new file mode 100644 index 00000000000..e181c7359d5 --- /dev/null +++ b/data/tutorials/tutorial_unfolding_2023/full_model_datacards/regions/vhbb_Zmm_SR_150_250_noj_13TeV.txt @@ -0,0 +1,224 @@ +imax 1 number of bins +jmax 15 number of processes minus 1 +kmax * number of nuisance parameters +-------------------------------------------------------------------------------- +shapes * vhbb_Zmm_SR_150_250_noj_13TeV vhbb_input_vhbb_Zmm_SR_150_250_noj_13TeV.root vhbb_Zmm_SR_150_250_noj_13TeV/$PROCESS vhbb_Zmm_SR_150_250_noj_13TeV/$PROCESS_$SYSTEMATIC +-------------------------------------------------------------------------------- +bin vhbb_Zmm_SR_150_250_noj_13TeV +observation 332.0 +-------------------------------------------------------------------------------- +bin vhbb_Zmm_SR_150_250_noj_13TeV vhbb_Zmm_SR_150_250_noj_13TeV vhbb_Zmm_SR_150_250_noj_13TeV vhbb_Zmm_SR_150_250_noj_13TeV vhbb_Zmm_SR_150_250_noj_13TeV vhbb_Zmm_SR_150_250_noj_13TeV vhbb_Zmm_SR_150_250_noj_13TeV vhbb_Zmm_SR_150_250_noj_13TeV vhbb_Zmm_SR_150_250_noj_13TeV vhbb_Zmm_SR_150_250_noj_13TeV vhbb_Zmm_SR_150_250_noj_13TeV vhbb_Zmm_SR_150_250_noj_13TeV vhbb_Zmm_SR_150_250_noj_13TeV vhbb_Zmm_SR_150_250_noj_13TeV vhbb_Zmm_SR_150_250_noj_13TeV vhbb_Zmm_SR_150_250_noj_13TeV +process ZH_lep_PTV_150_250_0J_hbb ggZH_lep_PTV_150_250_0J_hbb ZH_lep_PTV_150_250_GE1J_hbb ggZH_lep_PTV_150_250_GE1J_hbb ZH_lep_PTV_75_150_hbb ZH_lep_PTV_250_400_hbb ggZH_lep_PTV_75_150_hbb ggZH_lep_PTV_250_400_hbb s_Top Zj1b TT Zj0b_c Zj0b_udsg VVLF Zj2b VVHF +process -7 -6 -5 -4 -3 -2 -1 0 1 2 3 4 5 6 7 8 +rate 5.41 1.56565 0.776262 0.767805 0.135537 0.101237 0.0427607 0.0262774 3.76302 75.5627 12.1675 38.8351 38.8533 2.81371 82.7383 9.5894 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a/data/tutorials/tutorial_unfolding_2023/full_model_datacards/regions/vhbb_Zmm_SR_150_250_wj_13TeV.txt b/data/tutorials/tutorial_unfolding_2023/full_model_datacards/regions/vhbb_Zmm_SR_150_250_wj_13TeV.txt new file mode 100644 index 00000000000..00bc95aba49 --- /dev/null +++ b/data/tutorials/tutorial_unfolding_2023/full_model_datacards/regions/vhbb_Zmm_SR_150_250_wj_13TeV.txt @@ -0,0 +1,224 @@ +imax 1 number of bins +jmax 15 number of processes minus 1 +kmax * number of nuisance parameters +-------------------------------------------------------------------------------- +shapes * vhbb_Zmm_SR_150_250_wj_13TeV vhbb_input_vhbb_Zmm_SR_150_250_wj_13TeV.root vhbb_Zmm_SR_150_250_wj_13TeV/$PROCESS vhbb_Zmm_SR_150_250_wj_13TeV/$PROCESS_$SYSTEMATIC +-------------------------------------------------------------------------------- +bin vhbb_Zmm_SR_150_250_wj_13TeV +observation 374.0 +-------------------------------------------------------------------------------- +bin vhbb_Zmm_SR_150_250_wj_13TeV 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/dev/null +++ b/data/tutorials/tutorial_unfolding_2023/full_model_datacards/regions/vhbb_Zmm_SR_250_400_13TeV.txt @@ -0,0 +1,224 @@ +imax 1 number of bins +jmax 15 number of processes minus 1 +kmax * number of nuisance parameters +-------------------------------------------------------------------------------- +shapes * vhbb_Zmm_SR_250_400_13TeV vhbb_input_vhbb_Zmm_SR_250_400_13TeV.root vhbb_Zmm_SR_250_400_13TeV/$PROCESS vhbb_Zmm_SR_250_400_13TeV/$PROCESS_$SYSTEMATIC +-------------------------------------------------------------------------------- +bin vhbb_Zmm_SR_250_400_13TeV +observation 135.0 +-------------------------------------------------------------------------------- +bin vhbb_Zmm_SR_250_400_13TeV vhbb_Zmm_SR_250_400_13TeV vhbb_Zmm_SR_250_400_13TeV vhbb_Zmm_SR_250_400_13TeV vhbb_Zmm_SR_250_400_13TeV vhbb_Zmm_SR_250_400_13TeV vhbb_Zmm_SR_250_400_13TeV vhbb_Zmm_SR_250_400_13TeV vhbb_Zmm_SR_250_400_13TeV vhbb_Zmm_SR_250_400_13TeV vhbb_Zmm_SR_250_400_13TeV 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Zj0b_udsg 1 [0,5] +SF_Zj1b_Zmm_2016 rateParam * Zj1b 1 [0,5] +SF_Zj2b_Zmm_2016 rateParam * Zj2b 1 [0,5] +* autoMCStats 0 diff --git a/data/tutorials/tutorial_unfolding_2023/full_model_datacards/regions/vhbb_Zmm_ttCR_150_250_13TeV.txt b/data/tutorials/tutorial_unfolding_2023/full_model_datacards/regions/vhbb_Zmm_ttCR_150_250_13TeV.txt new file mode 100644 index 00000000000..c394e1409b6 --- /dev/null +++ b/data/tutorials/tutorial_unfolding_2023/full_model_datacards/regions/vhbb_Zmm_ttCR_150_250_13TeV.txt @@ -0,0 +1,224 @@ +imax 1 number of bins +jmax 18 number of processes minus 1 +kmax * number of nuisance parameters +-------------------------------------------------------------------------------- +shapes * vhbb_Zmm_ttCR_150_250_13TeV vhbb_input_vhbb_Zmm_ttCR_150_250_13TeV.root vhbb_Zmm_ttCR_150_250_13TeV/$PROCESS vhbb_Zmm_ttCR_150_250_13TeV/$PROCESS_$SYSTEMATIC +-------------------------------------------------------------------------------- +bin vhbb_Zmm_ttCR_150_250_13TeV 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+SF_Zj1b_Zmm_2016 rateParam * Zj1b 1 [0,5] +SF_Zj2b_Zmm_2016 rateParam * Zj2b 1 [0,5] +* autoMCStats 0 diff --git a/data/tutorials/tutorial_unfolding_2023/full_model_datacards/regions/vhbb_Zmm_ttCR_gt250_13TeV.txt b/data/tutorials/tutorial_unfolding_2023/full_model_datacards/regions/vhbb_Zmm_ttCR_gt250_13TeV.txt new file mode 100644 index 00000000000..62180f3eca4 --- /dev/null +++ b/data/tutorials/tutorial_unfolding_2023/full_model_datacards/regions/vhbb_Zmm_ttCR_gt250_13TeV.txt @@ -0,0 +1,224 @@ +imax 1 number of bins +jmax 16 number of processes minus 1 +kmax * number of nuisance parameters +-------------------------------------------------------------------------------- +shapes * vhbb_Zmm_ttCR_gt250_13TeV vhbb_input_vhbb_Zmm_ttCR_gt250_13TeV.root vhbb_Zmm_ttCR_gt250_13TeV/$PROCESS vhbb_Zmm_ttCR_gt250_13TeV/$PROCESS_$SYSTEMATIC +-------------------------------------------------------------------------------- +bin vhbb_Zmm_ttCR_gt250_13TeV +observation 154.0 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rateParam * TT 1 [0,5] +SF_Zj0b_c_Zmm_2016 rateParam * Zj0b_c 1 [0,5] +SF_Zj0b_udsg_Zmm_2016 rateParam * Zj0b_udsg 1 [0,5] +SF_Zj1b_Zmm_2016 rateParam * Zj1b 1 [0,5] +SF_Zj2b_Zmm_2016 rateParam * Zj2b 1 [0,5] +* autoMCStats 0 diff --git a/data/tutorials/tutorial_unfolding_2023/full_model_datacards/regions/vhbb_Zmm_zhfCR_150_250_13TeV.txt b/data/tutorials/tutorial_unfolding_2023/full_model_datacards/regions/vhbb_Zmm_zhfCR_150_250_13TeV.txt new file mode 100644 index 00000000000..9edd18f7702 --- /dev/null +++ b/data/tutorials/tutorial_unfolding_2023/full_model_datacards/regions/vhbb_Zmm_zhfCR_150_250_13TeV.txt @@ -0,0 +1,224 @@ +imax 1 number of bins +jmax 15 number of processes minus 1 +kmax * number of nuisance parameters +-------------------------------------------------------------------------------- +shapes * vhbb_Zmm_zhfCR_150_250_13TeV vhbb_input_vhbb_Zmm_zhfCR_150_250_13TeV.root vhbb_Zmm_zhfCR_150_250_13TeV/$PROCESS vhbb_Zmm_zhfCR_150_250_13TeV/$PROCESS_$SYSTEMATIC 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[0,5] +SF_Zj2b_Zmm_2016 rateParam * Zj2b 1 [0,5] +* autoMCStats 0 diff --git a/data/tutorials/tutorial_unfolding_2023/full_model_datacards/regions/vhbb_Zmm_zhfCR_75_150_13TeV.txt b/data/tutorials/tutorial_unfolding_2023/full_model_datacards/regions/vhbb_Zmm_zhfCR_75_150_13TeV.txt new file mode 100644 index 00000000000..ad3c75fed58 --- /dev/null +++ b/data/tutorials/tutorial_unfolding_2023/full_model_datacards/regions/vhbb_Zmm_zhfCR_75_150_13TeV.txt @@ -0,0 +1,224 @@ +imax 1 number of bins +jmax 15 number of processes minus 1 +kmax * number of nuisance parameters +-------------------------------------------------------------------------------- +shapes * vhbb_Zmm_zhfCR_75_150_13TeV vhbb_input_vhbb_Zmm_zhfCR_75_150_13TeV.root vhbb_Zmm_zhfCR_75_150_13TeV/$PROCESS vhbb_Zmm_zhfCR_75_150_13TeV/$PROCESS_$SYSTEMATIC +-------------------------------------------------------------------------------- +bin vhbb_Zmm_zhfCR_75_150_13TeV +observation 4737.0 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a/data/tutorials/tutorial_unfolding_2023/full_model_datacards/regions/vhbb_Zmm_zhfCR_gt250_13TeV.txt b/data/tutorials/tutorial_unfolding_2023/full_model_datacards/regions/vhbb_Zmm_zhfCR_gt250_13TeV.txt new file mode 100644 index 00000000000..19c3641538a --- /dev/null +++ b/data/tutorials/tutorial_unfolding_2023/full_model_datacards/regions/vhbb_Zmm_zhfCR_gt250_13TeV.txt @@ -0,0 +1,224 @@ +imax 1 number of bins +jmax 15 number of processes minus 1 +kmax * number of nuisance parameters +-------------------------------------------------------------------------------- +shapes * vhbb_Zmm_zhfCR_gt250_13TeV vhbb_input_vhbb_Zmm_zhfCR_gt250_13TeV.root vhbb_Zmm_zhfCR_gt250_13TeV/$PROCESS vhbb_Zmm_zhfCR_gt250_13TeV/$PROCESS_$SYSTEMATIC +-------------------------------------------------------------------------------- +bin vhbb_Zmm_zhfCR_gt250_13TeV +observation 234.0 +-------------------------------------------------------------------------------- +bin vhbb_Zmm_zhfCR_gt250_13TeV 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00000000000..33991bcbf78 --- /dev/null +++ b/data/tutorials/tutorial_unfolding_2023/full_model_datacards/regions/vhbb_Zmm_zlfCR_150_250_13TeV.txt @@ -0,0 +1,224 @@ +imax 1 number of bins +jmax 15 number of processes minus 1 +kmax * number of nuisance parameters +-------------------------------------------------------------------------------- +shapes * vhbb_Zmm_zlfCR_150_250_13TeV vhbb_input_vhbb_Zmm_zlfCR_150_250_13TeV.root vhbb_Zmm_zlfCR_150_250_13TeV/$PROCESS vhbb_Zmm_zlfCR_150_250_13TeV/$PROCESS_$SYSTEMATIC +-------------------------------------------------------------------------------- +bin vhbb_Zmm_zlfCR_150_250_13TeV +observation 9545.0 +-------------------------------------------------------------------------------- +bin vhbb_Zmm_zlfCR_150_250_13TeV vhbb_Zmm_zlfCR_150_250_13TeV vhbb_Zmm_zlfCR_150_250_13TeV vhbb_Zmm_zlfCR_150_250_13TeV vhbb_Zmm_zlfCR_150_250_13TeV vhbb_Zmm_zlfCR_150_250_13TeV vhbb_Zmm_zlfCR_150_250_13TeV vhbb_Zmm_zlfCR_150_250_13TeV vhbb_Zmm_zlfCR_150_250_13TeV 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1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 1.009 +pdf_Higgs_gg lnN - 1.024 - 1.024 - - 1.024 1.024 - - - - - - - - +pdf_Higgs_qqbar lnN 1.016 - 1.016 - 1.016 1.016 - - - - - - - - - - +SF_TT_Zmm_2016 rateParam * TT 1 [0,5] +SF_Zj0b_c_Zmm_2016 rateParam * Zj0b_c 1 [0,5] +SF_Zj0b_udsg_Zmm_2016 rateParam * Zj0b_udsg 1 [0,5] +SF_Zj1b_Zmm_2016 rateParam * Zj1b 1 [0,5] +SF_Zj2b_Zmm_2016 rateParam * Zj2b 1 [0,5] +* autoMCStats 0 diff --git a/data/tutorials/tutorial_unfolding_2023/full_model_datacards/regions/vhbb_Zmm_zlfCR_75_150_13TeV.txt b/data/tutorials/tutorial_unfolding_2023/full_model_datacards/regions/vhbb_Zmm_zlfCR_75_150_13TeV.txt new file mode 100644 index 00000000000..bf4a0247009 --- /dev/null +++ b/data/tutorials/tutorial_unfolding_2023/full_model_datacards/regions/vhbb_Zmm_zlfCR_75_150_13TeV.txt @@ -0,0 +1,224 @@ +imax 1 number of bins +jmax 15 number of processes minus 1 +kmax * number of nuisance parameters 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+SF_Zj0b_c_Zmm_2016 rateParam * Zj0b_c 1 [0,5] +SF_Zj0b_udsg_Zmm_2016 rateParam * Zj0b_udsg 1 [0,5] +SF_Zj1b_Zmm_2016 rateParam * Zj1b 1 [0,5] +SF_Zj2b_Zmm_2016 rateParam * Zj2b 1 [0,5] +* autoMCStats 0 diff --git a/data/tutorials/tutorial_unfolding_2023/full_model_datacards/regions/vhbb_Zmm_zlfCR_gt250_13TeV.txt b/data/tutorials/tutorial_unfolding_2023/full_model_datacards/regions/vhbb_Zmm_zlfCR_gt250_13TeV.txt new file mode 100644 index 00000000000..d79ead0d2ff --- /dev/null +++ b/data/tutorials/tutorial_unfolding_2023/full_model_datacards/regions/vhbb_Zmm_zlfCR_gt250_13TeV.txt @@ -0,0 +1,224 @@ +imax 1 number of bins +jmax 15 number of processes minus 1 +kmax * number of nuisance parameters +-------------------------------------------------------------------------------- +shapes * vhbb_Zmm_zlfCR_gt250_13TeV vhbb_input_vhbb_Zmm_zlfCR_gt250_13TeV.root vhbb_Zmm_zlfCR_gt250_13TeV/$PROCESS vhbb_Zmm_zlfCR_gt250_13TeV/$PROCESS_$SYSTEMATIC 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diff --git a/data/tutorials/tutorial_unfolding_2023/full_model_datacards/regions/vhbb_input_vhbb_Zmm_zlfCR_gt250_13TeV.root b/data/tutorials/tutorial_unfolding_2023/full_model_datacards/regions/vhbb_input_vhbb_Zmm_zlfCR_gt250_13TeV.root new file mode 100644 index 00000000000..fe39ca8058f Binary files /dev/null and b/data/tutorials/tutorial_unfolding_2023/full_model_datacards/regions/vhbb_input_vhbb_Zmm_zlfCR_gt250_13TeV.root differ diff --git a/data/tutorials/tutorial_unfolding_2023/scripts/CMS_tdrStyle_lumi.py b/data/tutorials/tutorial_unfolding_2023/scripts/CMS_tdrStyle_lumi.py new file mode 100644 index 00000000000..f8709404cf9 --- /dev/null +++ b/data/tutorials/tutorial_unfolding_2023/scripts/CMS_tdrStyle_lumi.py @@ -0,0 +1,317 @@ +import ROOT as rt + + +def setTDRStyle(): + tdrStyle = rt.TStyle("tdrStyle", "Style for P-TDR") + + # for the canvas: + tdrStyle.SetCanvasBorderMode(0) + tdrStyle.SetCanvasColor(rt.kWhite) + tdrStyle.SetCanvasDefH(600) # Height of canvas + tdrStyle.SetCanvasDefW(800) # Width of canvas + tdrStyle.SetCanvasDefX(0) # POsition on screen + tdrStyle.SetCanvasDefY(0) + + tdrStyle.SetPadBorderMode(0) + # tdrStyle.SetPadBorderSize(Width_t size = 1) + tdrStyle.SetPadColor(rt.kWhite) + tdrStyle.SetPadGridX(False) + tdrStyle.SetPadGridY(False) + tdrStyle.SetGridColor(0) + tdrStyle.SetGridStyle(3) + tdrStyle.SetGridWidth(1) + + # For the frame: + tdrStyle.SetFrameBorderMode(0) + tdrStyle.SetFrameBorderSize(1) + tdrStyle.SetFrameFillColor(0) + tdrStyle.SetFrameFillStyle(0) + tdrStyle.SetFrameLineColor(1) + tdrStyle.SetFrameLineStyle(1) + tdrStyle.SetFrameLineWidth(1) + + # For the histo: + # tdrStyle.SetHistFillColor(1) + # tdrStyle.SetHistFillStyle(0) + tdrStyle.SetHistLineColor(1) + tdrStyle.SetHistLineStyle(0) + tdrStyle.SetHistLineWidth(1) + # tdrStyle.SetLegoInnerR(Float_t rad = 0.5) + # tdrStyle.SetNumberContours(Int_t number = 20) + + tdrStyle.SetEndErrorSize(2) + # tdrStyle.SetErrorMarker(20) + # tdrStyle.SetErrorX(0.) + + tdrStyle.SetMarkerStyle(20) + + # For the fit/function: + tdrStyle.SetOptFit(1) + tdrStyle.SetFitFormat("5.4g") + tdrStyle.SetFuncColor(2) + tdrStyle.SetFuncStyle(1) + tdrStyle.SetFuncWidth(1) + + # For the date: + tdrStyle.SetOptDate(0) + # tdrStyle.SetDateX(Float_t x = 0.01) + # tdrStyle.SetDateY(Float_t y = 0.01) + + # For the statistics box: + tdrStyle.SetOptFile(0) + tdrStyle.SetOptStat(0) # To display the mean and RMS: SetOptStat("mr") + tdrStyle.SetStatColor(rt.kWhite) + tdrStyle.SetStatFont(42) + tdrStyle.SetStatFontSize(0.025) + tdrStyle.SetStatTextColor(1) + tdrStyle.SetStatFormat("6.4g") + tdrStyle.SetStatBorderSize(1) + tdrStyle.SetStatH(0.1) + tdrStyle.SetStatW(0.15) + # tdrStyle.SetStatStyle(Style_t style = 1001) + # tdrStyle.SetStatX(Float_t x = 0) + # tdrStyle.SetStatY(Float_t y = 0) + + # Margins: + tdrStyle.SetPadTopMargin(0.05) + tdrStyle.SetPadBottomMargin(0.13) + tdrStyle.SetPadLeftMargin(0.16) + tdrStyle.SetPadRightMargin(0.02) + + # For the Global title: + + tdrStyle.SetOptTitle(0) + tdrStyle.SetTitleFont(42) + tdrStyle.SetTitleColor(1) + tdrStyle.SetTitleTextColor(1) + tdrStyle.SetTitleFillColor(10) + tdrStyle.SetTitleFontSize(0.05) + # tdrStyle.SetTitleH(0) # Set the height of the title box + # tdrStyle.SetTitleW(0) # Set the width of the title box + # tdrStyle.SetTitleX(0) # Set the position of the title box + # tdrStyle.SetTitleY(0.985) # Set the position of the title box + # tdrStyle.SetTitleStyle(Style_t style = 1001) + # tdrStyle.SetTitleBorderSize(2) + + # For the axis titles: + + tdrStyle.SetTitleColor(1, "XYZ") + tdrStyle.SetTitleFont(42, "XYZ") + tdrStyle.SetTitleSize(0.04, "XYZ") + # tdrStyle.SetTitleXSize(Float_t size = 0.02) # Another way to set the size? + # tdrStyle.SetTitleYSize(Float_t size = 0.02) + tdrStyle.SetTitleXOffset(0.9) + tdrStyle.SetTitleYOffset(1.25) + # tdrStyle.SetTitleOffset(1.1, "Y") # Another way to set the Offset + + # For the axis labels: + + tdrStyle.SetLabelColor(1, "XYZ") + tdrStyle.SetLabelFont(42, "XYZ") + tdrStyle.SetLabelOffset(0.02, "XYZ") + tdrStyle.SetLabelSize(0.04, "XYZ") + + # For the axis: + + tdrStyle.SetAxisColor(1, "XYZ") + tdrStyle.SetStripDecimals(True) + tdrStyle.SetTickLength(0.03, "XYZ") + # 3 tdrStyle.SetNdivisions(510, "XYZ") + tdrStyle.SetNdivisions(510, "XYZ") + tdrStyle.SetNdivisions(505, "X") + tdrStyle.SetPadTickX(1) # To get tick marks on the opposite side of the frame + tdrStyle.SetPadTickY(1) + + # Change for log plots: + tdrStyle.SetOptLogx(0) + tdrStyle.SetOptLogy(0) + tdrStyle.SetOptLogz(0) + + # Postscript options: + tdrStyle.SetPaperSize(20.0, 20.0) + # tdrStyle.SetLineScalePS(Float_t scale = 3) + # tdrStyle.SetLineStyleString(Int_t i, const char* text) + # tdrStyle.SetHeaderPS(const char* header) + # tdrStyle.SetTitlePS(const char* pstitle) + + # tdrStyle.SetBarOffset(Float_t baroff = 0.5) + # tdrStyle.SetBarWidth(Float_t barwidth = 0.5) + # tdrStyle.SetPaintTextFormat(const char* format = "g") + # tdrStyle.SetPalette(Int_t ncolors = 0, Int_t* colors = 0) + # tdrStyle.SetTimeOffset(Double_t toffset) + # tdrStyle.SetHistMinimumZero(kTRUE) + + tdrStyle.SetHatchesLineWidth(5) + tdrStyle.SetHatchesSpacing(0.05) + + tdrStyle.cd() + + +# CMS_lumi +# Initiated by: Gautier Hamel de Monchenault (Saclay) +# Translated in Python by: Joshua Hardenbrook (Princeton) +# Updated by: Dinko Ferencek (Rutgers) +# + +cmsText = "CMS" +cmsTextFont = 61 +cmsTextConsumedWidth = 0.10 + +writeExtraText = True +# extraText = "Simulation Preliminary" +extraText = "Preliminary" +extraTextFont = 52 + +lumiTextSize = 0.6 +lumiTextOffset = 0.2 + +cmsTextSize = 0.8 +cmsTextOffset = 0.1 + +relPosX = 0.045 +relPosY = 0.035 +relExtraDY = 1.2 + +extraOverCmsTextSize = 0.76 + +lumi_13TeV = "20.1 fb^{-1}" +lumi_8TeV = "19.6 fb^{-1}" +lumi_7TeV = "5.1 fb^{-1}" +lumi_sqrtS = "138 fb^{-1} (13 TeV)" + +drawLogo = False + + +def CMS_lumi(pad, iPeriod, iPosX): + outOfFrame = False + if iPosX / 10 == 0: + outOfFrame = True + + alignY_ = 3 + alignX_ = 2 + if iPosX / 10 == 0: + alignX_ = 1 + if iPosX == 0: + alignY_ = 1 + if iPosX / 10 == 1: + alignX_ = 1 + if iPosX / 10 == 2: + alignX_ = 2 + if iPosX / 10 == 3: + alignX_ = 3 + align_ = 10 * alignX_ + alignY_ + + H = pad.GetWh() + W = pad.GetWw() + l = pad.GetLeftMargin() + t = pad.GetTopMargin() + r = pad.GetRightMargin() + 0.05 + b = pad.GetBottomMargin() + + pad.cd() + + lumiText = "" + if iPeriod == 1: + lumiText += lumi_7TeV + lumiText += " (7 TeV)" + elif iPeriod == 2: + lumiText += lumi_8TeV + lumiText += " (8 TeV)" + + elif iPeriod == 3: + lumiText = lumi_8TeV + lumiText += " (8 TeV)" + lumiText += " + " + lumiText += lumi_7TeV + lumiText += " (7 TeV)" + elif iPeriod == 4: + lumiText += lumi_13TeV + lumiText += " (13 TeV)" + elif iPeriod == 7: + if outOfFrame: + lumiText += "#scale[0.85]{" + lumiText += lumi_13TeV + lumiText += " (13 TeV)" + lumiText += " + " + lumiText += lumi_8TeV + lumiText += " (8 TeV)" + lumiText += " + " + lumiText += lumi_7TeV + lumiText += " (7 TeV)" + if outOfFrame: + lumiText += "}" + elif iPeriod == 12: + lumiText += "8 TeV" + elif iPeriod == 0: + lumiText += lumi_sqrtS + + print(lumiText) + + latex = rt.TLatex() + latex.SetNDC() + latex.SetTextAngle(0) + latex.SetTextColor(rt.kBlack) + + extraTextSize = extraOverCmsTextSize * cmsTextSize + + latex.SetTextFont(42) + latex.SetTextAlign(31) + latex.SetTextSize(lumiTextSize * t) + print(1 - r, 1 - t + lumiTextOffset * t, lumiText) + latex.DrawLatex(1 - r - 0.03, 1 - t + lumiTextOffset * t, lumiText) + + if outOfFrame: + latex.SetTextFont(cmsTextFont) + latex.SetTextAlign(11) + latex.SetTextSize(cmsTextSize * t) + latex.DrawLatex(l, 1 - t + lumiTextOffset * t, cmsText) + + pad.cd() + + posX_ = 0 + if iPosX % 10 <= 1: + posX_ = l + relPosX * (1 - l - r) + elif iPosX % 10 == 2: + posX_ = l + 0.5 * (1 - l - r) + elif iPosX % 10 == 3: + posX_ = 1 - r - relPosX * (1 - l - r) + + posY_ = 1 - t - relPosY * (1 - t - b) + print("posX_", posX_) + posX_ = 0.05 + if not outOfFrame: + if drawLogo: + posX_ = l + 0.045 * (1 - l - r) * W / H + posY_ = 1 - t - 0.045 * (1 - t - b) + xl_0 = posX_ + yl_0 = posY_ - 0.15 + xl_1 = posX_ + 0.15 * H / W + yl_1 = posY_ + CMS_logo = rt.TASImage("CMS-BW-label.png") + pad_logo = rt.TPad("logo", "logo", xl_0, yl_0, xl_1, yl_1) + pad_logo.Draw() + pad_logo.cd() + CMS_logo.Draw("X") + pad_logo.Modified() + pad.cd() + else: + latex.SetTextFont(cmsTextFont) + latex.SetTextSize(cmsTextSize * t) + latex.SetTextAlign(align_) + posX_ = 0.1 + latex.DrawLatex(posX_, posY_, cmsText) + if writeExtraText: + latex.SetTextFont(extraTextFont) + latex.SetTextAlign(align_) + latex.SetTextSize(extraTextSize * t) + latex.DrawLatex(posX_, posY_ - relExtraDY * cmsTextSize * t, extraText) + elif writeExtraText: + if iPosX == 0: + posX_ = l + relPosX * (1 - l - r) + cmsTextConsumedWidth + posY_ = 1 - t + lumiTextOffset * t + latex.SetTextFont(extraTextFont) + latex.SetTextSize(extraTextSize * t) + latex.SetTextAlign(align_) + latex.DrawLatex(posX_, posY_, extraText) + + pad.Update() diff --git a/data/tutorials/tutorial_unfolding_2023/scripts/combine_scans.sh b/data/tutorials/tutorial_unfolding_2023/scripts/combine_scans.sh new file mode 100644 index 00000000000..d4c75350454 --- /dev/null +++ b/data/tutorials/tutorial_unfolding_2023/scripts/combine_scans.sh @@ -0,0 +1,5 @@ + +for p in r_zh_75_150 r_zh_150_250noj r_zh_150_250wj r_zh_250_400 r_zh_gt400 +do + hadd -k -f scan_blinded_${p}.root higgsCombine.scans_blinded.${p}.POINTS.*.MultiDimFit.mH120.root +done diff --git a/data/tutorials/tutorial_unfolding_2023/scripts/get_migration_matrix.py b/data/tutorials/tutorial_unfolding_2023/scripts/get_migration_matrix.py new file mode 100644 index 00000000000..c34442f8310 --- /dev/null +++ b/data/tutorials/tutorial_unfolding_2023/scripts/get_migration_matrix.py @@ -0,0 +1,55 @@ +import CombineHarvester.CombineTools.ch as ch +import CombineHarvester.CombineTools.plotting as plot +import ROOT +import sys + +ROOT.PyConfig.IgnoreCommandLineOptions = True +ROOT.gROOT.SetBatch(ROOT.kTRUE) +ROOT.gStyle.SetOptStat(0) +ROOT.gStyle.SetPaintTextFormat("4.2f") + + +plot.SetCorrMatrixPalette() +ROOT.gSystem.Load("libHiggsAnalysisCombinedLimit") + +cb = ch.CombineHarvester() +cb.SetVerbosity(0) + +cb.ParseDatacard(sys.argv[1], analysis="vhbb") +signals = [ + "ZH_lep_PTV_75_150_hbb", + "ZH_lep_PTV_150_250_0J_hbb", + "ZH_lep_PTV_150_250_GE1J_hbb", + "ZH_lep_PTV_250_400_hbb", + "ZH_lep_PTV_GT400_hbb", +] +bins = [ + "vhbb_Zee_75_150_13TeV", + "vhbb_Zee_150_250_noj_13TeV", + "vhbb_Zee_150_250_wj_13TeV", + "vhbb_Zee_250_400_13TeV", + "vhbb_Zee_gt400_13TeV", +] +hist = ROOT.TH2F("migration", "", len(signals), 0, len(signals), len(bins), 0, len(bins)) +for i, b in enumerate(bins): + total_signal = 0 + for j, p in enumerate(signals): + procs = cb.cp().bin([b]).process([p]).GetRate() + procs += cb.cp().bin([b]).process([p.replace("ZH", "ggZH")]).GetRate() + procs += cb.cp().bin([b.replace("Zee", "Zmm")]).process([p]).GetRate() + procs += cb.cp().bin([b.replace("Zee", "Zmm")]).process([p.replace("ZH", "ggZH")]).GetRate() + total_signal += procs + hist.SetBinContent(j + 1, i + 1, procs) + hist.GetXaxis().SetBinLabel(j + 1, p) + hist.GetYaxis().SetBinLabel(i + 1, b.replace("Zee", "Zll")) + for j, p in enumerate(signals): + hist.SetBinContent(j + 1, i + 1, hist.GetBinContent(j + 1, i + 1) / total_signal) + +c1 = ROOT.TCanvas() +c1.cd() +pads = plot.OnePad() +pads[0].SetLeftMargin(0.25) +pads[0].SetBottomMargin(0.15) +hist.Draw("colz text") +c1.SaveAs("migration_matrix_zh.pdf") +c1.SaveAs("migration_matrix_zh.png") diff --git a/data/tutorials/tutorial_unfolding_2023/scripts/make_XSplot.py b/data/tutorials/tutorial_unfolding_2023/scripts/make_XSplot.py new file mode 100644 index 00000000000..4f9343357af --- /dev/null +++ b/data/tutorials/tutorial_unfolding_2023/scripts/make_XSplot.py @@ -0,0 +1,69 @@ +import ROOT +import glob +import numpy as np +import array +import json +import argparse +import math +import sys + +ROOT.gStyle.SetOptStat(0) +ROOT.gStyle.SetTitleYOffset(1.1) +ROOT.gStyle.SetTitleXOffset(1.2) + +import CMS_tdrStyle_lumi + +ROOT.PyConfig.IgnoreCommandLineOptions = True +ROOT.gROOT.SetBatch(ROOT.kTRUE) +CMS_tdrStyle_lumi.extraText = "Combine Tutorial" +ROOT.gStyle.SetOptStat(0) +CMS_tdrStyle_lumi.setTDRStyle() +ROOT.gStyle.SetErrorX(0.5) + +bin_labels_ZH = [ + "ZH 75-150 GeV", + "ZH 150-250 GeV0J", + "ZH 150-250 GeV GE1J", + "ZH 250-400 GeV", + "ZH >400 GeV", +] +sm_xs_input = ROOT.TFile("sm_xs.root", "r") +sm_xs = sm_xs_input.Get("hist_ZH") +unfolded = sm_xs.Clone() +pois = [ + "r_zh_75_150", + "r_zh_150_250noj", + "r_zh_150_250wj", + "r_zh_250_400", + "r_zh_gt400", +] + +with open(sys.argv[1]) as json_file: + meas_dict = json.load(json_file)["STXS"] + +for i, p in enumerate(pois): + symm_err = (float(meas_dict[p]["ErrorHi"]) + float(-1 * meas_dict[p]["ErrorLo"])) / 2.0 + unfolded.SetBinContent(i + 2, meas_dict[p]["Val"] * sm_xs.GetBinContent(i + 2)) + unfolded.SetBinError(i + 2, symm_err * sm_xs.GetBinContent(i + 2)) + sm_xs.GetXaxis().SetBinLabel(i + 2, bin_labels_ZH[i]) +sm_xs.GetXaxis().SetBinLabel(1, "") +sm_xs.GetYaxis().SetTitle("#sigma #times BR [fb]") +sm_xs.SetBinContent(1, 0) +unfolded.SetBinContent(1, 0) + +leg = ROOT.TLegend(0.6, 0.77, 0.8, 0.85) +leg.SetTextSize(0.03) +leg.AddEntry(0, "Material for Combine tutorial", "") +leg.AddEntry(sm_xs, "Expected") +leg.AddEntry(unfolded, "Observed") + +cB = ROOT.TCanvas() +sm_xs.SetLineColor(1) +sm_xs.Draw() +unfolded.SetLineColor(9) +unfolded.Draw("same e1") +sm_xs.Draw("same e1") +leg.Draw("same") +cB.SetLogy() +cB.SaveAs("stxs_zh.png") +cB.SaveAs("stxs_zh.pdf") diff --git a/data/tutorials/tutorial_unfolding_2023/scripts/plot.sh b/data/tutorials/tutorial_unfolding_2023/scripts/plot.sh new file mode 100644 index 00000000000..0efb1d1efd4 --- /dev/null +++ b/data/tutorials/tutorial_unfolding_2023/scripts/plot.sh @@ -0,0 +1,5 @@ + +for p in r_zh_75_150 r_zh_150_250noj r_zh_150_250wj r_zh_250_400 r_zh_gt400 +do + python scripts/plot1DScan.py scan_blinded_${p}.root -o scan_plot_${p}_blinded --POI ${p} --json summary_zh_stxs_blinded.json +done diff --git a/data/tutorials/tutorial_unfolding_2023/scripts/plot1DScan.py b/data/tutorials/tutorial_unfolding_2023/scripts/plot1DScan.py new file mode 100755 index 00000000000..3bca841da94 --- /dev/null +++ b/data/tutorials/tutorial_unfolding_2023/scripts/plot1DScan.py @@ -0,0 +1,353 @@ +#!/usr/bin/env python +from __future__ import absolute_import +from __future__ import print_function +import ROOT +import math +from functools import partial +import CombineHarvester.CombineTools.plotting as plot +import json +import argparse +import os.path +from six.moves import range + +ROOT.PyConfig.IgnoreCommandLineOptions = True +ROOT.gROOT.SetBatch(ROOT.kTRUE) + +plot.ModTDRStyle(width=700, l=0.13) +ROOT.gStyle.SetNdivisions(510, "XYZ") +ROOT.gStyle.SetMarkerSize(0.7) + +NAMECOUNTER = 0 + + +def read(scan, param, files, ycut): + goodfiles = [f for f in files if plot.TFileIsGood(f)] + limit = plot.MakeTChain(goodfiles, "limit") + graph = plot.TGraphFromTree(limit, param, "2*deltaNLL", "quantileExpected > -1.5") + graph.SetName(scan) + graph.Sort() + plot.RemoveGraphXDuplicates(graph) + plot.RemoveGraphYAbove(graph, ycut) + # graph.Print() + return graph + + +def Eval(obj, x, params): + return obj.Eval(x[0]) + + +def BuildScan(scan, param, files, color, yvals, ycut): + graph = read(scan, param, files, ycut) + + if graph.GetN() <= 1: + graph.Print() + raise RuntimeError("Attempting to build %s scan from TGraph with zero or one point (see above)" % files) + + bestfit = None + for i in range(graph.GetN()): + if graph.GetY()[i] == 0.0: + bestfit = graph.GetX()[i] + + graph.SetMarkerColor(color) + spline = ROOT.TSpline3("spline3", graph) + global NAMECOUNTER + func_method = partial(Eval, spline) + func = ROOT.TF1( + "splinefn" + str(NAMECOUNTER), + func_method, + graph.GetX()[0], + graph.GetX()[graph.GetN() - 1], + 1, + ) + func._method = func_method + NAMECOUNTER += 1 + func.SetLineColor(color) + func.SetLineWidth(3) + assert bestfit is not None + crossings = {} + cross_1sig = None + cross_2sig = None + other_1sig = [] + other_2sig = [] + val = None + val_2sig = None + for yval in yvals: + crossings[yval] = plot.FindCrossingsWithSpline(graph, func, yval) + for cr in crossings[yval]: + cr["contains_bf"] = cr["lo"] <= bestfit and cr["hi"] >= bestfit + for cr in crossings[yvals[0]]: + if cr["contains_bf"]: + val = (bestfit, cr["hi"] - bestfit, cr["lo"] - bestfit) + cross_1sig = cr + else: + other_1sig.append(cr) + if len(yvals) > 1: + for cr in crossings[yvals[1]]: + if cr["contains_bf"]: + val_2sig = (bestfit, cr["hi"] - bestfit, cr["lo"] - bestfit) + cross_2sig = cr + else: + other_2sig.append(cr) + else: + val_2sig = (0.0, 0.0, 0.0) + cross_2sig = cross_1sig + return { + "graph": graph, + "spline": spline, + "func": func, + "crossings": crossings, + "val": val, + "val_2sig": val_2sig, + "cross_1sig": cross_1sig, + "cross_2sig": cross_2sig, + "other_1sig": other_1sig, + "other_2sig": other_2sig, + } + + +parser = argparse.ArgumentParser() + +parser.add_argument("main", help="Main input file for the scan") +parser.add_argument("--y-cut", type=float, default=7.0, help="Remove points with y > y-cut") +parser.add_argument("--y-max", type=float, default=8.0, help="y-axis maximum") +parser.add_argument("--output", "-o", help="output name without file extension", default="scan") +parser.add_argument("--POI", help="use this parameter of interest", default="r") +parser.add_argument("--translate", default=None, help="json file with POI name translation") +parser.add_argument("--main-label", default="Observed", type=str, help="legend label for the main scan") +parser.add_argument("--main-color", default=1, type=int, help="line and marker color for main scan") +parser.add_argument( + "--others", + nargs="*", + help="add secondary scans processed as main: FILE:LABEL:COLOR", +) +parser.add_argument("--breakdown", help="do quadratic error subtraction using --others") +parser.add_argument("--model", default="STXS") +parser.add_argument("--logo", default="CMS") +parser.add_argument("--json", default=None, help="json file to save the intervals") +parser.add_argument("--envelope", default=None, help="json file to save the intervals") +parser.add_argument("--logo-sub", default="Material for Combine tutorial") +args = parser.parse_args() + +print("--------------------------------------") +print(args.output) +print("--------------------------------------") + +fixed_name = args.POI +if args.translate is not None: + with open(args.translate) as jsonfile: + name_translate = json.load(jsonfile) + if args.POI in name_translate: + fixed_name = name_translate[args.POI] + +yvals = [1.0, 4.0] + + +main_scan = BuildScan(args.output, args.POI, [args.main], args.main_color, yvals, args.y_cut) + +other_scans = [] +other_scans_opts = [] +if args.others is not None: + for oargs in args.others: + splitargs = oargs.split(":") + other_scans_opts.append(splitargs) + other_scans.append( + BuildScan( + args.output, + args.POI, + [splitargs[0]], + int(splitargs[2]), + yvals, + args.y_cut, + ) + ) + + +canv = ROOT.TCanvas(args.output, args.output) +pads = plot.OnePad() +main_scan["graph"].SetMarkerColor(1) +main_scan["graph"].Draw("AP") + +axishist = plot.GetAxisHist(pads[0]) + +axishist.SetMinimum(min(main_scan["graph"].GetY())) +axishist.SetMaximum(args.y_max) +axishist.GetYaxis().SetTitle("- 2 #Delta ln L") +axishist.GetXaxis().SetTitle("%s" % fixed_name) + +new_min = axishist.GetXaxis().GetXmin() +new_max = axishist.GetXaxis().GetXmax() +mins = [] +maxs = [] +for other in other_scans: + mins.append(other["graph"].GetX()[0]) + maxs.append(other["graph"].GetX()[other["graph"].GetN() - 1]) + +if len(other_scans) > 0: + if min(mins) < main_scan["graph"].GetX()[0]: + new_min = min(mins) - (main_scan["graph"].GetX()[0] - new_min) + if max(maxs) > main_scan["graph"].GetX()[main_scan["graph"].GetN() - 1]: + new_max = max(maxs) + (new_max - main_scan["graph"].GetX()[main_scan["graph"].GetN() - 1]) + axishist.GetXaxis().SetLimits(new_min, new_max) + +for other in other_scans: + if args.breakdown is not None: + other["graph"].SetMarkerSize(0.4) + other["graph"].Draw("PSAME") + +line = ROOT.TLine() +line.SetLineColor(16) +# line.SetLineStyle(7) +for yval in yvals: + plot.DrawHorizontalLine(pads[0], line, yval) + if len(other_scans) == 0: + for cr in main_scan["crossings"][yval]: + if cr["valid_lo"]: + line.DrawLine(cr["lo"], 0, cr["lo"], yval) + if cr["valid_hi"]: + line.DrawLine(cr["hi"], 0, cr["hi"], yval) + +main_scan["func"].Draw("same") +for other in other_scans: + if args.breakdown is not None: + other["func"].SetLineStyle(2) + other["func"].SetLineWidth(2) + other["func"].Draw("SAME") + + +box = ROOT.TBox( + axishist.GetXaxis().GetXmin(), + 0.625 * args.y_max, + axishist.GetXaxis().GetXmax(), + args.y_max, +) +box.Draw() +pads[0].GetFrame().Draw() +pads[0].RedrawAxis() + +crossings = main_scan["crossings"] +val_nom = main_scan["val"] +val_2sig = main_scan["val_2sig"] + +textfit = "%s = %.3f{}^{#plus %.3f}_{#minus %.3f}" % ( + fixed_name, + val_nom[0], + val_nom[1], + abs(val_nom[2]), +) + + +pt = ROOT.TPaveText(0.59, 0.82 - len(other_scans) * 0.08, 0.95, 0.91, "NDCNB") +pt.AddText(textfit) + +if args.breakdown is None: + for i, other in enumerate(other_scans): + textfit = "#color[%s]{%s = %.3f{}^{#plus %.3f}_{#minus %.3f}}" % ( + other_scans_opts[i][2], + fixed_name, + other["val"][0], + other["val"][1], + abs(other["val"][2]), + ) + pt.AddText(textfit) + + +if args.breakdown is not None: + pt.SetX1(0.50) + if len(other_scans) >= 3: + pt.SetX1(0.19) + pt.SetX2(0.88) + pt.SetY1(0.66) + pt.SetY2(0.82) + breakdown = args.breakdown.split(",") + v_hi = [val_nom[1]] + v_lo = [val_nom[2]] + for other in other_scans: + v_hi.append(other["val"][1]) + v_lo.append(other["val"][2]) + assert len(v_hi) == len(breakdown) + textfit = "%s = %.3f" % (fixed_name, val_nom[0]) + for i, br in enumerate(breakdown): + if i < (len(breakdown) - 1): + if abs(v_hi[i + 1]) > abs(v_hi[i]): + print("ERROR SUBTRACTION IS NEGATIVE FOR %s HI" % br) + hi = 0.0 + else: + hi = math.sqrt(v_hi[i] * v_hi[i] - v_hi[i + 1] * v_hi[i + 1]) + if abs(v_lo[i + 1]) > abs(v_lo[i]): + print("ERROR SUBTRACTION IS NEGATIVE FOR %s LO" % br) + lo = 0.0 + else: + lo = math.sqrt(v_lo[i] * v_lo[i] - v_lo[i + 1] * v_lo[i + 1]) + else: + hi = v_hi[i] + lo = v_lo[i] + textfit += "{}^{#plus %.3f}_{#minus %.3f}(%s)" % (hi, abs(lo), br) + pt.AddText(textfit) + + +pt.SetTextAlign(11) +pt.SetTextFont(42) +pt.Draw() + +plot.DrawCMSLogo(pads[0], args.logo, args.logo_sub, 11, 0.045, 0.035, 1.2, cmsTextSize=1.0) + +legend_l = 0.69 +if len(other_scans) > 0: + legend_l = legend_l - len(other_scans) * 0.04 +legend = ROOT.TLegend(0.15, legend_l, 0.45, 0.78, "", "NBNDC") +if len(other_scans) >= 3: + legend = ROOT.TLegend(0.46, 0.83, 0.95, 0.93, "", "NBNDC") + legend.SetNColumns(2) + +legend.AddEntry(main_scan["func"], args.main_label, "L") +for i, other in enumerate(other_scans): + legend.AddEntry(other["func"], other_scans_opts[i][1], "L") +legend.Draw() + +breakdown_json = {} +js_extra = {} +if args.json is not None: + if os.path.isfile(args.json): + with open(args.json) as jsonfile: + js = json.load(jsonfile) + else: + js = {} + if args.model in js: + js[args.model] = {} + js[args.model][args.POI] = { + "Val": val_nom[0], + "ErrorHi": val_nom[1], + "ErrorLo": val_nom[2], + "ValidErrorHi": main_scan["cross_1sig"]["valid_hi"], + "ValidErrorLo": main_scan["cross_1sig"]["valid_lo"], + "2sig_ErrorHi": val_2sig[1], + "2sig_ErrorLo": val_2sig[2], + "2sig_ValidErrorHi": main_scan["cross_2sig"]["valid_hi"], + "2sig_ValidErrorLo": main_scan["cross_2sig"]["valid_lo"], + } + if args.breakdown is not None: + js[args.model][args.POI].update(breakdown_json) + if args.breakdown is not None: + for oi, other in enumerate(other_scans): + if len(other["other_1sig"]) >= 1: + interval = other["other_1sig"][0] + js_extra["OtherLimit%sLo" % breakdown[oi + 1]] = interval["lo"] + js_extra["OtherLimit%sHi" % breakdown[oi + 1]] = interval["hi"] + js_extra["ValidOtherLimit%sLo" % breakdown[oi + 1]] = interval["valid_lo"] + js_extra["ValidOtherLimit%sHi" % breakdown[oi + 1]] = interval["valid_hi"] + if len(main_scan["other_2sig"]) >= 1: + interval = other["other_2sig"][0] + js_extra["2sig_OtherLimit%sLo" % breakdown[oi + 1]] = interval["lo"] + js_extra["2sig_OtherLimit%sHi" % breakdown[oi + 1]] = interval["hi"] + js_extra["2sig_ValidOtherLimit%sLo" % breakdown[oi + 1]] = interval["valid_lo"] + js_extra["2sig_ValidOtherLimit%sHi" % breakdown[oi + 1]] = interval["valid_hi"] + js[args.model][args.POI].update(js_extra) + + with open(args.json, "w") as outfile: + json.dump(js, outfile, sort_keys=True, indent=4, separators=(",", ": ")) + + +save_graph = main_scan["graph"].Clone() +save_graph.GetXaxis().SetTitle("%s = %.3f %+.3f/%+.3f" % (fixed_name, val_nom[0], val_nom[2], val_nom[1])) +canv.Print(".pdf") +canv.Print(".png") diff --git a/data/tutorials/tutorial_unfolding_2023/scripts/plotCorrelations_pois.py b/data/tutorials/tutorial_unfolding_2023/scripts/plotCorrelations_pois.py new file mode 100644 index 00000000000..a12d5c099f3 --- /dev/null +++ b/data/tutorials/tutorial_unfolding_2023/scripts/plotCorrelations_pois.py @@ -0,0 +1,85 @@ +#!/usr/bin/env python + +import ROOT +import argparse +import CombineHarvester.CombineTools.plotting as plot + +ROOT.PyConfig.IgnoreCommandLineOptions = True +ROOT.gROOT.SetBatch(ROOT.kTRUE) +ROOT.gStyle.SetOptStat(0) +ROOT.gStyle.SetPaintTextFormat("4.2f") + + +translate = { + "r_zh_250_400": ["ZH, 250400"], + "r_zh_150_250noj": ["ZH, 150 Throughout the tutorial there are a number of questions and exercises for you to complete. These are shown in the boxes like this one. + +Note that some additional information on unfolding in `Combine` are available [here](https://cms-analysis.github.io/HiggsAnalysis-CombinedLimit/part3/regularisation/), which also includes some information on regularization, which is not discussed in this tutorial. + +## Analysis overview + + +In this tutorial we will look at the cross section measurements of on of the SM Higgs processes VH, in $H\to b\bar{b}$ (VHbb) final state. + +The measurement is performed within the Simplified Template Cross Section (STXS) framework, which provides the prediction in the bins of generator-level quantities $p_{T}(V)$ and number of additional jets. The maximum likelihood based unfolding is performed to measure the cross section in the generator-level bins defined by STXS scheme. At the detector-level we define appropriate categories to match the STXS bins as closely as possible so that there is a good correspondence between the detector-level observable and the underlying generator-level quantity we are interested in. + +![](figures/simplifiedXS_VH_1_2.png) + +Note that for this STXS measurement, as well as measuring the cross-section as a function of the $p_{T}$ of the vector boson, the measurement includes some information on the number of additional jets and is performed over multiple different production modes, for different production processes. However, it is common to focus on a single distribution (e.g. $p_{T}$) for a signle process, (e.g. $t\bar{t}$). + +In this tutorial we will focus on the ZH production, with the Z boson decaying to charged leptons, and Higgs boson reconstructed with the resolved $b\bar{b}$ pair. We will also use only a part of the Run 2 categories, we will not achieve the same sensitivity as the full analysis. Note that ggZH and ZH production modes are combined in the fit, since it is not possible to resolve them at this stage of the analysis. The STXS categories are defined independently of the Higgs decay channel, to streamline the combinations of the cross section measurement. + +In the first part of the tutorial, we will setup a relatively simple unfolding, where there is a single detector-level bin for every generator-level bin we are trying to measure. We will then perform a blind analysis using this setup to see the expected sensitivity. + +In this simple version of the analysis, we use a series of datacards, one for each detector-level bin, implemented as a counting experiment. We then combine the datacards for the full measurement. It is also possible to implement the same analysis as a single datacard, passing a histogram with each of the detector-level bins. Either method can be used, depending on which is more practical for the analysis being considered. + +In the second part of the tutorial we will perform the same measurement with a more advanced setup, making use of differential distributions per generator-level bin we are trying to measure, as well as control regions. By providing this additional information to the fit, we are able to achieve a better and more robust unfolding result. After checking the expected sensitivity, we will take a look at the impacts and pulls of the nuisance parameters. Then we will unblind and look at the results of the measurement, produce generator-level plots and provide the correlation matrix for our measured observables. + + +## Simplified unfolding + +When determining the detector-level binning for any differential analysis the main goal is to chose a binning that distinguishes contributions from the various generator-level bins well. In the simplest case it can be done with the cut-based approach, i.e. applying the same binning for the detector-level observables as is being applied to the generator-level quantities being measured. In this case, that means binning in $p_{T}(Z)$ and $n_{\text{add. jets}}$. +Due to the good lepton $p_{T}$ resolution we can follow the original STXS scheme quite closely with the detector-level selection, with one exception, it is not possible to access the very-low transverse momenta bin $p_{T}(Z)<75$ GeV. + +In `counting/regions` dicrectory you can find the datacards with five detector-level categories, each targetting a corresponding generator-level bin. Below you can find an example of the datacard for the detector-level bin with $p_{T}(Z)>400$ GeV. + +``` +imax 1 number of bins +jmax 9 number of processes minus 1 +kmax * number of nuisance parameters +-------------------------------------------------------------------------------- +-------------------------------------------------------------------------------- +bin vhbb_Zmm_gt400_13TeV +observation 12.0 +-------------------------------------------------------------------------------- +bin vhbb_Zmm_gt400_13TeV vhbb_Zmm_gt400_13TeV vhbb_Zmm_gt400_13TeV vhbb_Zmm_gt400_13TeV vhbb_Zmm_gt400_13TeV vhbb_Zmm_gt400_13TeV vhbb_Zmm_gt400_13TeV vhbb_Zmm_gt400_13TeV vhbb_Zmm_gt400_13TeV vhbb_Zmm_gt400_13TeV +process ggZH_lep_PTV_GT400_hbb ZH_lep_PTV_GT400_hbb ZH_lep_PTV_250_400_hbb ggZH_lep_PTV_250_400_hbb Zj1b Zj0b_c Zj0b_udsg VVLF Zj2b VVHF +process -3 -2 -1 0 1 2 3 4 5 6 +rate 0.0907733 0.668303 0.026293 0.00434588 3.78735 2.58885 4.09457 0.413716 7.02731 0.642605 +-------------------------------------------------------------------------------- + +``` + +You can see the contributions from various background processes, namely Z+jets, $t\bar{t}$ and the single top, as well as the signal processes (ggZH and ZH) corresponding to the STXS scheme discussed above. Note that for each generator-level bin being measured, we assign a different process in combine. This is so that the signal strengths for each of their contributions can float independently in the measurement. Also note, that due to migrations, each detector-level bin will receive contributions from multiple generator-level bins. + +One of the most important stages in the analysis design, is to make sure that the detector-level categories are well-chosen to target the corresponding generator-level processes. + +To explicitly check the correspondance between detector- and generator-level, one can plot the contributions of each of the generator-level bins in all of the detector-level bins. You can use the script provided in the tutorial git-lab page. This script uses `CombineHarvester` to loop over detector-level bins, and get the rate at which each of the signal processes (generator-level bins) contributes to that detector-level bin; which is then used to plot the migration matrix. + +```shell +python scripts/get_migration_matrix.py counting/combined_ratesOnly.txt + +``` +![](figures/migration_matrix_zh.png) + +The migration matrix shows the generator-level bins on the x-axis and the corresponding detector-level bins on the y-axis. The entries are normalized such that the sum of all contributions for a given generator-level bin sum up to 1. With this convention, the numbers in each bin represent the probability that an event from a given generator-level bin is reconstructed in a given detector-level bin if it is reconstructed at all within the considered bins. + +Now that we checked the response matrix we can attempt the maximum likelihood unfolding. We can use the `multiSignalModel` physics model available in `Combine`, which assigns a parameter of interest `poi` to a process `p` within a bin `b` using the syntax `--PO 'map=b/p:poi[init, min, max]'` to linearly scale the normalisation of this process under the parameter of interest (POI) variations. To create the workspace we can run the following command: +```shell +text2workspace.py -m 125 counting/combined_ratesOnly.txt -P HiggsAnalysis.CombinedLimit.PhysicsModel:multiSignalModel --PO verbose --PO 'map=.*/.*ZH_lep_PTV_75_150_hbb:r_zh_75_150[1,-5,5]' --PO 'map=.*/.*ZH_lep_PTV_150_250_0J_hbb:r_zh_150_250noj[1,-5,5]' --PO 'map=.*/.*ZH_lep_PTV_150_250_GE1J_hbb:r_zh_150_250wj[1,-5,5]' --PO 'map=.*/.*ZH_lep_PTV_250_400_hbb:r_zh_250_400[1,-5,5]' --PO 'map=.*/.*ZH_lep_PTV_GT400_hbb:r_zh_gt400[1,-5,5]' -o ws_counting.root +``` +In the example given above a signal POI is assigned to each generator-level bin independent of detector-level bin. This allows the measurement to take into account migrations. + +To extract the measurement let's run the initial fit first using the `MultiDimFit` method implemented in `Combine` to extract the best-fit values and uncertainties on all floating parameters: + +```shell +combineTool.py -M MultiDimFit --datacard ws_counting.root --setParameters r_zh_250_400=1,r_zh_150_250noj=1,r_zh_75_150=1,r_zh_150_250wj=1,r_zh_gt400=1 --redefineSignalPOIs r_zh_75_150,r_zh_150_250noj,r_zh_150_250wj,r_zh_250_400,r_zh_gt400 -t -1 +``` + +> With the option `-t -1` we set `Combine` to fit the asimov dataset instead of actual data. +> The `--setParameters =` set the initial value of parameter named . +> `--redefineSignalPOIs r_zh_75_150,r_zh_150_250noj,r_zh_150_250wj,r_zh_250_400,r_zh_gt400` set the POIs to the comma-separated list, instead of the default one `r`. + +While the uncertainties on the parameters of interest (POIs) can be extracted in multiple ways, the most robust way is to run the likelihood scans for a POI corresponding to each generator-level bin, it allows you to spot discontinuities in the likelihood shape in case of problems with the fit or the model. + +```shell +combineTool.py -M MultiDimFit --datacard ws_counting.root -t -1 --setParameters r_zh_250_400=1,r_zh_150_250noj=1,r_zh_75_150=1,r_zh_150_250wj=1,r_zh_gt400=1 --redefineSignalPOIs r_zh_75_150,r_zh_150_250noj,r_zh_150_250wj,r_zh_250_400,r_zh_gt400 --algo=grid --points=100 -P r_zh_75_150 --floatOtherPOIs=1 -n scan_r_zh_75_150 + +``` +Now we can plot the likelihood scan and extract the expected intervals. + +```shell +python scripts/plot1DScan.py higgsCombinescan_r_zh_75_150.MultiDimFit.mH120.root -o r_zh_75_150 --POI r_zh_75_150 +``` +* Repeat for all POIs + +## Shape analysis with control regions + +One of the advantages of the maximum likelihood unfolding is the flexibility to choose the analysis observable and include more information on the event kinematics, consequently improving the analysis sensitivity. This analysis benefits from the shape information of the DNN output trained to differentiate the VH(bb) signal from the SM backgrounds. + +The datacards for this part of the exercise located `full_model_datacards/`, where you can find a separate datacard for each region within `full_model_datacards/regions` directory and also a combined datacard `full_model_datacards/comb_full_model.txt`. In this case, each of the detector-level bins being used in the unfolding above is now split into multiple bins according to the DNN output score. This provides extra discrimination power to separate the signal from background and improve the measurement. + +As you will find, the datacards also contain several background processes. To control them properly we will also add regions enriched in the respective backgrounds. Then we can define a common set of rate parameters for signal and control regions to scale the rates or other parameters affecting their shape. + +For the shape datacards one has to specify the mapping of histograms and channels/processes as given described below: + +``` +shapes [process] [channel] [file] [nominal] [systematics_templates] +``` +Then the `shape` nuisance parameters can be defined in the systematics block in the datacard. More details can be found in `Combine` [documentation pages](https://cms-analysis.github.io/HiggsAnalysis-CombinedLimit/part2/settinguptheanalysis/#binned-shape-analysis). + +In many CMS analyses there are hundreds of nuisance parameters corresponding to various source of systematics. + +When we unfold to the generator-level quantities we should remove the nuisances affecting the rate of the generator-level bins, i.e. when measuring a given cross-section such as $\sigma_{\textrm{gen1}}$, the nuisance parameters should not change the value of that parameter itself; they should only change the relationship between that parameter and the observations. This means that, for example, effects of renormalization and factorization scales on the generator-level cross section within each bin need to be removed. Only their effects on the detector-level distribution through changes of shape within each bin as well as acceptances and efficiencies should be considered. + +For this analysis, that means removing the `lnN` nuisance parameters: `THU_ZH_mig*` and `THU_ZH_inc`; keeping only the acceptance `shape` uncertainties: `THU_ZH_acc` and `THU_ggZH_acc`, which do not scale the inclusive cross sections by construction. In this analysis the normalisation effects in the `THU_ZH_acc` and `THU_ggZH_acc` templates were already removed from the shape histograms. Removing the normalization effects can be achieved by removing them from the datacard. Alternatively, freezing the respective nuisance parameters with the option `--freezeParameters par_name1,par_name2`. Or you can create a group following the syntax given below at the end of the combined datacard, and freeze the parameters with the `--freezeNuisanceGroups group_name` option. + +``` +[group_name] group = uncertainty_1 uncertainty_2 ... uncertainty_N +``` + +Now we can create the workspace using the same `multiSignalmodel` as before: + +```shell +text2workspace.py -m 125 full_model_datacards/comb_full_model.txt -P HiggsAnalysis.CombinedLimit.PhysicsModel:multiSignalModel --PO verbose --PO 'map=.*/.*ZH_lep_PTV_75_150_hbb:r_zh_75_150[1,-5,5]' --PO 'map=.*/.*ZH_lep_PTV_150_250_0J_hbb:r_zh_150_250noj[1,-5,5]' --PO 'map=.*/.*ZH_lep_PTV_150_250_GE1J_hbb:r_zh_150_250wj[1,-5,5]' --PO 'map=.*/.*ZH_lep_PTV_250_400_hbb:r_zh_250_400[1,-5,5]' --PO 'map=.*/.*ZH_lep_PTV_GT400_hbb:r_zh_gt400[1,-5,5]' --for-fits --no-wrappers --X-pack-asympows --optimize-simpdf-constraints=cms --use-histsum -o ws_full.root +``` +> As you might have noticed we are using a few extra versions `--for-fits --no-wrappers --X-pack-asympows --optimize-simpdf-constraints=cms --use-histsum` to create a workspace. They are needed to construct a more optimised pdf using the `CMSHistSum` class implemented in Combine to significantly lower the memory consumption. + +* Following the instructions given earlier, create the workspace and run the initial fit with `-t -1`. + +Since this time the datacards include shape uncertainties as well as additional categories to improve the background description the fit might take much longer, but we can submit jobs to a batch system by using the combine tool and have results ready to look at in a few minutes. + +```shell +combineTool.py -M MultiDimFit -d ws_full.root --setParameters r_zh_250_400=1,r_zh_150_250noj=1,r_zh_75_150=1,r_zh_150_250wj=1,r_zh_gt400=1 --redefineSignalPOIs r_zh_75_150,r_zh_150_250noj,r_zh_150_250wj,r_zh_250_400,r_zh_gt400 -t -1 --X-rtd FAST_VERTICAL_MORPH --algo=grid --points=50 --floatOtherPOIs=1 -n .scans_blinded --job-mode condor --task-name scans_zh --split-points 1 --generate P:n::r_zh_gt400,r_zh_gt400:r_zh_250_400,r_zh_250_400:r_zh_150_250wj,r_zh_150_250wj:r_zh_150_250noj,r_zh_150_250noj:r_zh_75_150,r_zh_75_150 +``` +> The option `--X-rtd FAST_VERTICAL_MORPH` is added here and for all `combineTool.py -M MultiDimFit ...` to speed up the minimisation. + +> The job submission is handled by the `CombineHarvester`, the combination of options `--job-mode condor --task-name scans_zh --split-points 1 --generate P:n::r_zh_gt400,r_zh_gt400:r_zh_250_400,r_zh_250_400:r_zh_150_250wj,r_zh_150_250wj:r_zh_150_250noj,r_zh_150_250noj:r_zh_75_150,r_zh_75_150` will submit the jobs to HTCondor for each POI. +> The `--generate` option is is being used to automatically generate jobs attaching the options `-P -n ` with each of the pairs of values `,` specified between the colons. +> You can add `--dry-run` option to create the submissions files first and check them, and then submit the jobs with `condor_submit condor_scans_zh.sub`. + +> If you are running the tutorial from a cluster where HTCondor is not available you can also submit the jobs to the slurm system, just change the `--job-mode condor` to `--job-mode slurm`. + +After all jobs are completed we can combine the files for each POI: + +```shell +for p in r_zh_75_150 r_zh_150_250noj r_zh_150_250wj r_zh_250_400 r_zh_gt400 +do + hadd -k -f scan_${p}_blinded.root higgsCombine.scans_blinded.${p}.POINTS.*.MultiDimFit.mH120.root +done +``` + +And finally plot the likelihood scans + +```shell +python scripts/plot1DScan.py scan_r_zh_75_150_blinded.root -o scan_r_zh_75_150_blinded --POI r_zh_75_150 --json summary_zh_stxs_blinded.json +``` +![](figures/scan_plot_r_zh_75_150_blinded.png) + +## Impacts + +One of the important tests before we move to the unblinding stage is to check the impacts of nuisance parameters on each POI. For this we can run the `combineTool.py` with `-M Impacts` method. We start with the initial fit, which should take about 20 minutes (good time to have a coffee break!): + +```shell +combineTool.py -M Impacts -d ws_full.root -m 125 --robustFit 1 --doInitialFit --redefineSignalPOIs r_zh_75_150,r_zh_150_250noj,r_zh_150_250wj,r_zh_250_400,r_zh_gt400 --X-rtd FAST_VERTICAL_MORPH +``` + +> Note that it is important to add the option `--redefineSignalPOIs [list of parameters]`, to produce the impacts for all POIs we defined when the workspace was created with the `multiSignalModel`. + +After the initial fit is completed we can perform the likelihood scans for each nuisance parameter. +We will submit the jobs to the HTCondor to speed up the process. + +```shell +combineTool.py -M Impacts -d ws_full.root -m 125 --robustFit 1 --doFits --redefineSignalPOIs r_zh_75_150,r_zh_150_250noj,r_zh_150_250wj,r_zh_250_400,r_zh_gt400 --job-mode condor --task-name impacts_zh --X-rtd FAST_VERTICAL_MORPH +``` + +Now we can combine the results into the `.json` format and use it to produce the impact plots. + +```shell +combineTool.py -M Impacts -d ws_full.root -m 125 --redefineSignalPOIs r_zh_75_150,r_zh_150_250noj,r_zh_150_250wj,r_zh_250_400,r_zh_gt400 --output impacts.json + +plotImpacts.py -i impacts.json -o impacts_r_zh_75_150 --POI r_zh_75_150 +``` + +![](figures/impacts_zh_75_150.png) +* Do you observe differences in impacts plots for different POIs, do these differences make sense to you? + +## Unfolded measurements + +Now that we studied the nuisance parameter impacts for each POI, we can finally perform the measurement. +Note that for the purposes of the tutorial, we are skipping further checks and validation that you should do on your analysis. Namely the goodness of fit test and the post-fit plots of folded observables. Both of these checks were detailed in the previous exercises, which you can find under the [following link](https://cms-analysis.github.io/HiggsAnalysis-CombinedLimit/part5/longexercise/). + +At this stage we'll run the `MultiDimFit` again scanning each POI to calculate the intervals, but this time we'll remove the `-t -1` option to extract the unblinded results. + +Also since we want to unfold the measurements to the generator-level observables, i.e. extract the cross sections, we remove the theoretical uncertainties affecting the rates of signal processes, we can do this be freezing them `--freezeNuisanceGroups `, using the `group_name` you assigned earlier in the tutorial. + +Now plot the scans and collect the measurements in the json file `summary_zh_stxs.json`. + +```shell +python scripts/plot1DScan.py scan_r_zh_75_150.root -o r_zh_75_150 --POI r_zh_75_150 --json summary_zh_stxs.json +``` + +![](figures/scan_plot_r_zh_75_150.png) + +Repeat the same command for other POIs to fill the `summary_zh_stxs.json`, which can then be used to make the cross section plot by multiplying the standard model cross sections by the signal strengths' best-fit values as shown below. + +```shell +python scripts/make_XSplot.py summary_zh_stxs.json +``` +![](figures/stxs_zh.png) + +## POI correlations + +In addition to the cross-section measurements it is very important to publish covariance or correlation information of the measured cross sections. +This allows the measurement to be properly intepreted or reused in combined fits. + +The correlation matrix or covariance matrix can be extracted from the results after the fit. Here we can use the `FitDiagnostics` or `MultiDimFit` method. + +``` shell +combineTool.py -M FitDiagnostics --datacard ws_full.root --setParameters r_zh_250_400=1,r_zh_150_250noj=1,r_zh_75_150=1,r_zh_150_250wj=1,r_zh_gt400=1 --redefineSignalPOIs r_zh_75_150,r_zh_150_250noj,r_zh_150_250wj,r_zh_250_400,r_zh_gt400 --robustHesse 1 -n .full_model --X-rtd FAST_VERTICAL_MORPH +``` + +Then the `RooFitResult`, containing correlations matrix, can be found in the `fitDiagnostics.full_model.root` file under the name `fit_s`. The script `plotCorrelations_pois.py` from the exercise git-lab repository can help to plot the correlation matrix. + +```shell +python scripts/plotCorrelations_pois.py -i fitDiagnostics.full_model.root:fit_s -p r_zh_75_150,r_zh_150_250noj,r_zh_150_250wj,r_zh_250_400,r_zh_gt400 + +``` +![](figures/correlationMatrix_pois.png) + diff --git a/mkdocs.yml b/mkdocs.yml index cea1e69861f..639cd5154e3 100644 --- a/mkdocs.yml +++ b/mkdocs.yml @@ -23,6 +23,7 @@ nav: - "Exercise: main features": part5/longexercise.md - "Solutions to long exercise": part5/longexerciseanswers.md - "Exercise: parametric fit": tutorial2023/parametric_exercise.md + - "Exercise: unfolding in combine": tutorial2023_unfolding/unfolding_exercise.md theme: name: cinder