From e956b9e3d1d8c715ee842caa94288f23df429c19 Mon Sep 17 00:00:00 2001 From: rkansal47 Date: Fri, 8 Mar 2024 18:26:10 -0600 Subject: [PATCH] new templates --- .pre-commit-config.yaml | 1 + src/HHbbVV/postprocessing/CreateDatacard.py | 6 +-- .../bash_scripts/NonresTemplates.sh | 2 +- .../bash_scripts/NonresTemplatesScan.sh | 48 ++++++++++++++++++ src/HHbbVV/postprocessing/postprocessing.py | 47 ++++++++++++++--- .../24Mar8NewTemplates/2016APV_templates.pkl | Bin 0 -> 720300 bytes .../24Mar8NewTemplates/2016_templates.pkl | Bin 0 -> 720300 bytes .../24Mar8NewTemplates/2017_templates.pkl | Bin 0 -> 720300 bytes .../24Mar8NewTemplates/2018_templates.pkl | Bin 0 -> 720300 bytes .../cutflows/2016/fail_cutflow.csv | 25 +++++++++ .../cutflows/2016/fail_cutflow_JER_down.csv | 25 +++++++++ .../cutflows/2016/fail_cutflow_JER_up.csv | 25 +++++++++ .../cutflows/2016/fail_cutflow_JES_down.csv | 25 +++++++++ .../cutflows/2016/fail_cutflow_JES_up.csv | 25 +++++++++ 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.../cutflows/2017/pass_cutflow_JMS_down.csv | 25 +++++++++ .../cutflows/2017/pass_cutflow_JMS_up.csv | 25 +++++++++ .../cutflows/2018/fail_cutflow.csv | 25 +++++++++ .../cutflows/2018/fail_cutflow_JER_down.csv | 25 +++++++++ .../cutflows/2018/fail_cutflow_JER_up.csv | 25 +++++++++ .../cutflows/2018/fail_cutflow_JES_down.csv | 25 +++++++++ .../cutflows/2018/fail_cutflow_JES_up.csv | 25 +++++++++ .../cutflows/2018/fail_cutflow_JMR_down.csv | 25 +++++++++ .../cutflows/2018/fail_cutflow_JMR_up.csv | 25 +++++++++ .../cutflows/2018/fail_cutflow_JMS_down.csv | 25 +++++++++ .../cutflows/2018/fail_cutflow_JMS_up.csv | 25 +++++++++ .../cutflows/2018/pass_cutflow.csv | 25 +++++++++ .../cutflows/2018/pass_cutflow_JER_down.csv | 25 +++++++++ .../cutflows/2018/pass_cutflow_JER_up.csv | 25 +++++++++ .../cutflows/2018/pass_cutflow_JES_down.csv | 25 +++++++++ .../cutflows/2018/pass_cutflow_JES_up.csv | 25 +++++++++ .../cutflows/2018/pass_cutflow_JMR_down.csv | 25 +++++++++ .../cutflows/2018/pass_cutflow_JMR_up.csv | 25 +++++++++ .../cutflows/2018/pass_cutflow_JMS_down.csv | 25 +++++++++ .../cutflows/2018/pass_cutflow_JMS_up.csv | 25 +++++++++ .../24Mar8NewTemplates/systematics.json | 41 ++++++++++++++- 69 files changed, 1607 insertions(+), 13 deletions(-) create mode 100755 src/HHbbVV/postprocessing/bash_scripts/NonresTemplatesScan.sh create mode 100644 src/HHbbVV/postprocessing/templates/24Mar8NewTemplates/2016APV_templates.pkl create mode 100644 src/HHbbVV/postprocessing/templates/24Mar8NewTemplates/2016_templates.pkl create mode 100644 src/HHbbVV/postprocessing/templates/24Mar8NewTemplates/2017_templates.pkl create mode 100644 src/HHbbVV/postprocessing/templates/24Mar8NewTemplates/2018_templates.pkl create mode 100644 src/HHbbVV/postprocessing/templates/24Mar8NewTemplates/cutflows/2016/fail_cutflow.csv create mode 100644 src/HHbbVV/postprocessing/templates/24Mar8NewTemplates/cutflows/2016/fail_cutflow_JER_down.csv create mode 100644 src/HHbbVV/postprocessing/templates/24Mar8NewTemplates/cutflows/2016/fail_cutflow_JER_up.csv create mode 100644 src/HHbbVV/postprocessing/templates/24Mar8NewTemplates/cutflows/2016/fail_cutflow_JES_down.csv create mode 100644 src/HHbbVV/postprocessing/templates/24Mar8NewTemplates/cutflows/2016/fail_cutflow_JES_up.csv create mode 100644 src/HHbbVV/postprocessing/templates/24Mar8NewTemplates/cutflows/2016/fail_cutflow_JMR_down.csv create mode 100644 src/HHbbVV/postprocessing/templates/24Mar8NewTemplates/cutflows/2016/fail_cutflow_JMR_up.csv create mode 100644 src/HHbbVV/postprocessing/templates/24Mar8NewTemplates/cutflows/2016/fail_cutflow_JMS_down.csv create mode 100644 src/HHbbVV/postprocessing/templates/24Mar8NewTemplates/cutflows/2016/fail_cutflow_JMS_up.csv create mode 100644 src/HHbbVV/postprocessing/templates/24Mar8NewTemplates/cutflows/2016/pass_cutflow.csv create mode 100644 src/HHbbVV/postprocessing/templates/24Mar8NewTemplates/cutflows/2016/pass_cutflow_JER_down.csv create 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mode 100644 src/HHbbVV/postprocessing/templates/24Mar8NewTemplates/cutflows/2018/pass_cutflow_JES_down.csv create mode 100644 src/HHbbVV/postprocessing/templates/24Mar8NewTemplates/cutflows/2018/pass_cutflow_JES_up.csv create mode 100644 src/HHbbVV/postprocessing/templates/24Mar8NewTemplates/cutflows/2018/pass_cutflow_JMR_down.csv create mode 100644 src/HHbbVV/postprocessing/templates/24Mar8NewTemplates/cutflows/2018/pass_cutflow_JMR_up.csv create mode 100644 src/HHbbVV/postprocessing/templates/24Mar8NewTemplates/cutflows/2018/pass_cutflow_JMS_down.csv create mode 100644 src/HHbbVV/postprocessing/templates/24Mar8NewTemplates/cutflows/2018/pass_cutflow_JMS_up.csv diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml index 0ca0410a..f2a9ca80 100644 --- a/.pre-commit-config.yaml +++ b/.pre-commit-config.yaml @@ -19,6 +19,7 @@ repos: rev: "v4.5.0" hooks: - id: check-added-large-files + args: ["--maxkb=2000"] - id: check-case-conflict - id: check-merge-conflict - id: check-symlinks diff --git a/src/HHbbVV/postprocessing/CreateDatacard.py b/src/HHbbVV/postprocessing/CreateDatacard.py index 50fd7bc6..c610dbda 100644 --- a/src/HHbbVV/postprocessing/CreateDatacard.py +++ b/src/HHbbVV/postprocessing/CreateDatacard.py @@ -129,7 +129,7 @@ ] ) -# TODO: float VJets normalization! +# TODO: float VJets normalization? bg_keys = list(mc_samples.keys()) nonres_sig_keys_ggf = [ @@ -145,7 +145,7 @@ "qqHH_CV_1_C2V_1_kl_2_HHbbVV", "qqHH_CV_1_C2V_2_kl_1_HHbbVV", "qqHH_CV_1_C2V_1_kl_0_HHbbVV", - "qqHH_CV_0p5_C2V_1_kl_1_HHbbVV", + # "qqHH_CV_0p5_C2V_1_kl_1_HHbbVV", ] if args.only_sm: @@ -222,7 +222,7 @@ "pdf_qqbar": Syst(prior="lnN", samples=["ST"], value=1.027), "pdf_Higgs_ggHH": Syst(prior="lnN", samples=nonres_sig_keys_ggf, value=1.030), "pdf_Higgs_qqHH": Syst(prior="lnN", samples=nonres_sig_keys_vbf, value=1.021), - # TODO: add these for single Higgs backgrounds + # TODO: add these if fitting single Higgs backgrounds # "pdf_Higgs_gg": Syst(prior="lnN", samples=ggfh_keys, value=1.019), "QCDscale_ttbar": Syst( prior="lnN", diff --git a/src/HHbbVV/postprocessing/bash_scripts/NonresTemplates.sh b/src/HHbbVV/postprocessing/bash_scripts/NonresTemplates.sh index c97cf788..cec7437e 100755 --- a/src/HHbbVV/postprocessing/bash_scripts/NonresTemplates.sh +++ b/src/HHbbVV/postprocessing/bash_scripts/NonresTemplates.sh @@ -41,7 +41,7 @@ if [[ -z $TAG ]]; then fi # for year in 2016APV 2016 2017 2018 -for year in 2016APV +for year in 2016 2017 2018 do python -u postprocessing.py --year $year --data-dir "$data_dir" --templates \ --bdt-preds-dir "$MAIN_DIR/../data/skimmer/24Mar6AllYearsBDTVars/24_03_07_new_samples_max_depth_5/inferences" \ diff --git a/src/HHbbVV/postprocessing/bash_scripts/NonresTemplatesScan.sh b/src/HHbbVV/postprocessing/bash_scripts/NonresTemplatesScan.sh new file mode 100755 index 00000000..51ad9888 --- /dev/null +++ b/src/HHbbVV/postprocessing/bash_scripts/NonresTemplatesScan.sh @@ -0,0 +1,48 @@ +#!/bin/bash +# shellcheck disable=SC2086,SC2043 + +#################################################################################################### +# Script for creating nonresonant templates scanning over variables +# Author: Raghav Kansal +#################################################################################################### + +MAIN_DIR="../../.." +data_dir="$MAIN_DIR/../data/skimmer/24Mar6AllYearsBDTVars" +TAG="" + + +options=$(getopt -o "" --long "tag:" -- "$@") +eval set -- "$options" + +while true; do + case "$1" in + --tag) + shift + TAG=$1 + ;; + --) + shift + break;; + \?) + echo "Invalid option: -$OPTARG" >&2 + exit 1 + ;; + :) + echo "Option -$OPTARG requires an argument." >&2 + exit 1 + ;; + esac + shift +done + +if [[ -z $TAG ]]; then + echo "Tag required using the --tag option. Exiting" + exit 1 +fi + +for year in 2016APV 2016 2017 2018 +do + python -u postprocessing.py --year $year --data-dir "$data_dir" --templates \ + --bdt-preds-dir "$MAIN_DIR/../data/skimmer/24Mar6AllYearsBDTVars/24_03_07_new_samples_max_depth_5/inferences" \ + --template-dir "templates/$TAG" --no-do-jshifts --lepton-veto "None Hbb HH" +done diff --git a/src/HHbbVV/postprocessing/postprocessing.py b/src/HHbbVV/postprocessing/postprocessing.py index 1585a6b7..324929ad 100644 --- a/src/HHbbVV/postprocessing/postprocessing.py +++ b/src/HHbbVV/postprocessing/postprocessing.py @@ -138,10 +138,26 @@ def get_nonres_selection_regions( year: str, txbb_wp: str = "MP", bdt_wp: float = 0.998, + lepton_veto="None", ): pt_cuts = [300, CUT_MAX_VAL] txbb_cut = txbb_wps[year][txbb_wp] + if lepton_veto == "None": + lepton_cuts = {} + elif lepton_veto == "Hbb": + lepton_cuts = { + "nGoodElectronsHbb": [0, 0.9], + "nGoodMuonsHbb": [0, 0.9], + } + elif lepton_veto == "HH": + lepton_cuts = { + "nGoodElectronsHH": [0, 0.9], + "nGoodMuonsHH": [0, 0.9], + } + else: + raise ValueError(f"Invalid lepton veto: {lepton_veto}") + return { # {label: {cutvar: [min, max], ...}, ...} "pass": Region( @@ -150,6 +166,7 @@ def get_nonres_selection_regions( "VVFatJetPt": pt_cuts, "BDTScore": [bdt_wp, CUT_MAX_VAL], "bbFatJetParticleNetMD_Txbb": [txbb_cut, CUT_MAX_VAL], + **lepton_cuts, }, label="Pass", ), @@ -158,6 +175,7 @@ def get_nonres_selection_regions( "bbFatJetPt": pt_cuts, "VVFatJetPt": pt_cuts, "bbFatJetParticleNetMD_Txbb": [0.8, txbb_cut], + **lepton_cuts, }, label="Fail", ), @@ -478,7 +496,12 @@ def main(args): if args.resonant: sig_scale_dict = None else: - sig_scale_dict = {key: 10 for key in plot_sig_keys_nonres} + sig_scale_dict = { + "HHbbVV": 50, + "VBFHHbbVV": 1000, + "qqHH_CV_1_C2V_0_kl_1_HHbbVV": 10, + "qqHH_CV_1_C2V_2_kl_1_HHbbVV": 10, + } for wps in scan_wps: # if not scanning, this will just be a single WP cutstr = "_".join([f"{cut}_{wp}" for cut, wp in zip(scan_cuts, wps)]) if scan else "" @@ -518,11 +541,7 @@ def main(args): jshifts = [""] + jec_shifts + jmsr_shifts if args.do_jshifts else [""] for jshift in jshifts: print(jshift) - plot_dir = ( - args.templates_plots_dir / cutstr / f"{'jshifts' if jshift != '' else ''}" - if args.plot_dir != "" - else "" - ) + plot_dir = args.templates_plots_dir / cutstr if args.plot_dir != "" else "" temps = get_templates( events_dict, bb_masks, @@ -577,8 +596,12 @@ def _init(args): scan_cuts = res_scan_cuts shape_vars = res_shape_vars elif not args.vbf: - scan = len(args.nonres_txbb_wp) > 1 or len(args.nonres_bdt_wp) > 1 - scan_wps = list(itertools.product(args.nonres_txbb_wp, args.nonres_bdt_wp)) + scan = ( + len(args.nonres_txbb_wp) > 1 or len(args.nonres_bdt_wp) > 1 or len(args.lepton_veto) > 1 + ) + scan_wps = list( + itertools.product(args.nonres_txbb_wp, args.nonres_bdt_wp, args.lepton_veto) + ) scan_cuts = nonres_scan_cuts shape_vars = nonres_shape_vars else: @@ -2053,6 +2076,14 @@ def parse_args(): type=float, ) + parser.add_argument( + "--lepton-veto", + help="lepton vetoes: None, Hbb, or HH", + default=["None"], + nargs="*", + type=str, + ) + args = parser.parse_args() if args.templates and args.template_dir == "": diff --git a/src/HHbbVV/postprocessing/templates/24Mar8NewTemplates/2016APV_templates.pkl b/src/HHbbVV/postprocessing/templates/24Mar8NewTemplates/2016APV_templates.pkl new file mode 100644 index 0000000000000000000000000000000000000000..63d3bea69aa7be8cdf4dad11c101eb2da8562670 GIT binary patch literal 720300 zcmeEu2RxSF-#=wXX73Tb_j;cH^L)KtbvftrKIb~;^L}6F^Ev0fZXpC|rd#m-`Z=7+7f;|} zUe))+^k&fQnlgkjfp35wezvEweqq0hO_wI5wo?sySL9@1$PH8E7zSCHtt?_%XcBOatpNZ zw{voET)r2dI-dGE)IU6R26a45X8d>}6%}i1L&MZ~Mh6EK6^jEd7P~z}L@f^ZSO{6H zm^Q7LepWAtjVCpfQ(9@u;^~R%R^AZRo&0V?3l!4jho0HcRu9p?>_XV~RjvQB?naMm zm38;8+X|xFuGf`UNR3~ouaEjq5A`3B(KazxZd%L@#svI1YP+mg) z@@-<@ejzaVelhx9?cngeOz7kDSH*f2BO??@;Tu!&RNq};;S*qOZDIS3$at<5hpzVZ zk06c}5SG_*BC!1bBZ3yq#E-SSXs@s3M`EK;bkl&|KIx=3%jaU 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