new templates

rkansal47 · Mar 9, 2024 · e956b9e · e956b9e
1 parent c0e56a1
commit e956b9e
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Showing 69 changed files with 1,607 additions and 13 deletions.
diff --git 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
@@ -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
@@ -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
@@ -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
@@ -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
diff --git a/src/HHbbVV/postprocessing/templates/24Mar8NewTemplates/2016_templates.pkl b/src/HHbbVV/postprocessing/templates/24Mar8NewTemplates/2016_templates.pkl
diff --git a/src/HHbbVV/postprocessing/templates/24Mar8NewTemplates/2017_templates.pkl b/src/HHbbVV/postprocessing/templates/24Mar8NewTemplates/2017_templates.pkl
diff --git a/src/HHbbVV/postprocessing/templates/24Mar8NewTemplates/2018_templates.pkl b/src/HHbbVV/postprocessing/templates/24Mar8NewTemplates/2018_templates.pkl
diff --git a/src/HHbbVV/postprocessing/templates/24Mar8NewTemplates/cutflows/2016/fail_cutflow.csv b/src/HHbbVV/postprocessing/templates/24Mar8NewTemplates/cutflows/2016/fail_cutflow.csv
@@ -0,0 +1,25 @@
+,Pre-selection,QCD SF,LP SF,bbFatJetPt >= 300,VVFatJetPt >= 300,0.8 ≤ bbFatJetParticleNetMD_Txbb < 0.9735
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+ttHbb,156.94119216557863,156.94119216557863,156.94119216557863,155.9939482895008,154.97672213467678,97.04622661247781
+HWW,80.56791059341468,80.56791059341468,80.56791059341468,80.1332628058381,79.59897023669294,63.60672027477934
+Data,1061835.0,1061835.0,1061835.0,1061835.0,1061835.0,875363.0
diff --git a/...HbbVV/postprocessing/templates/24Mar8NewTemplates/cutflows/2016/fail_cutflow_JER_down.csv b/...HbbVV/postprocessing/templates/24Mar8NewTemplates/cutflows/2016/fail_cutflow_JER_down.csv
@@ -0,0 +1,25 @@
+,Pre-selection,QCD SF,LP SF,bbFatJetPt_JER_down >= 300,VVFatJetPt_JER_down >= 300,0.8 ≤ bbFatJetParticleNetMD_Txbb < 0.9735,bbFatJetPt >= 300,VVFatJetPt >= 300
+HHbbVV,0.9147081031687907,0.9147081031687907,0.9147081031687907,0.9086202562710456,0.9032729107620694,0.30136641526403185,,
+ggHH_kl_2p45_kt_1_HHbbVV,0.6688447704532685,0.6688447704532685,0.6688447704532685,0.6650215844188102,0.6616978818114161,0.2299215770147511,,
+ggHH_kl_5_kt_1_HHbbVV,0.6956895087373941,0.6956895087373941,0.6956895087373941,0.6920552540546806,0.6889646563286256,0.3060371693804962,,
+ggHH_kl_0_kt_1_HHbbVV,1.1944766869755938,1.1944766869755938,1.1944766869755938,1.1860618192897887,1.1784620440607205,0.395068883543628,,
+VBFHHbbVV,0.017115373482989717,0.017115373482989717,0.017115373482989717,0.017030649078712407,0.016911806406707055,0.005799982669244992,,
+qqHH_CV_1_C2V_0_kl_1_HHbbVV,9.060969753010587,9.060969753010587,9.060969753010587,9.043185519276458,9.02815771027725,2.442574423607405,,
+qqHH_CV_1p5_C2V_1_kl_1_HHbbVV,15.269096111629358,15.269096111629358,15.269096111629358,15.23819151213184,15.21085147798668,4.130793913429084,,
+qqHH_CV_1_C2V_1_kl_2_HHbbVV,0.0173959132140592,0.0173959132140592,0.0173959132140592,0.01731116970053962,0.01721529909865581,0.008463374900600396,,
+qqHH_CV_1_C2V_2_kl_1_HHbbVV,8.138882127595444,8.138882127595444,8.138882127595444,8.124193038879898,8.112651573642607,2.1889068742669315,,
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diff --git a/src/HHbbVV/postprocessing/templates/24Mar8NewTemplates/cutflows/2016/fail_cutflow_JER_up.csv b/src/HHbbVV/postprocessing/templates/24Mar8NewTemplates/cutflows/2016/fail_cutflow_JER_up.csv
@@ -0,0 +1,25 @@
+,Pre-selection,QCD SF,LP SF,bbFatJetPt_JER_up >= 300,VVFatJetPt_JER_up >= 300,0.8 ≤ bbFatJetParticleNetMD_Txbb < 0.9735,bbFatJetPt >= 300,VVFatJetPt >= 300
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+HWW,80.56791059341468,80.56791059341468,80.56791059341468,80.16639644289663,79.67713590709836,63.657224321188984,,
+Data,1061835.0,1061835.0,1061835.0,,,875363.0,1061835.0,1061835.0
diff --git a/...HbbVV/postprocessing/templates/24Mar8NewTemplates/cutflows/2016/fail_cutflow_JES_down.csv b/...HbbVV/postprocessing/templates/24Mar8NewTemplates/cutflows/2016/fail_cutflow_JES_down.csv
@@ -0,0 +1,25 @@
+,Pre-selection,QCD SF,LP SF,bbFatJetPt_JES_down >= 300,VVFatJetPt_JES_down >= 300,0.8 ≤ bbFatJetParticleNetMD_Txbb < 0.9735,bbFatJetPt >= 300,VVFatJetPt >= 300
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+ggHH_kl_2p45_kt_1_HHbbVV,0.6688447704532685,0.6688447704532685,0.6688447704532685,0.6606251851799471,0.654055669353281,0.22677336608932416,,
+ggHH_kl_5_kt_1_HHbbVV,0.6956895087373941,0.6956895087373941,0.6956895087373941,0.6877389328223249,0.6810698404272066,0.30238891530816125,,
+ggHH_kl_0_kt_1_HHbbVV,1.1944766869755938,1.1944766869755938,1.1944766869755938,1.176818579571213,1.1617121639970687,0.38796216995086197,,
+VBFHHbbVV,0.017115373482989717,0.017115373482989717,0.017115373482989717,0.016919511679774117,0.016710528233663646,0.005732277356836404,,
+qqHH_CV_1_C2V_0_kl_1_HHbbVV,9.060969753010587,9.060969753010587,9.060969753010587,9.022591570183286,8.993098263152001,2.43086720934544,,
+qqHH_CV_1p5_C2V_1_kl_1_HHbbVV,15.269096111629358,15.269096111629358,15.269096111629358,15.199677089537838,15.145129783948754,4.1073224143626,,
+qqHH_CV_1_C2V_1_kl_2_HHbbVV,0.0173959132140592,0.0173959132140592,0.0173959132140592,0.01720697227181179,0.017039203791830167,0.00836543907682782,,
+qqHH_CV_1_C2V_2_kl_1_HHbbVV,8.138882127595444,8.138882127595444,8.138882127595444,8.1076359787108,8.084305121253376,2.1793140607739483,,
+qqHH_CV_1_C2V_1_kl_0_HHbbVV,0.04617824244896124,0.04617824244896124,0.04617824244896124,0.045614762720094335,0.045084105521786697,0.013983637533200484,,
+QCD,717986.216814939,970717.8146709627,970717.8146709627,952329.4467716418,938042.036549902,751890.9255845926,,
+TT,63126.80979180276,63126.80979180276,63126.80979180276,62281.26379618576,61419.84821786183,48827.039128703036,,
+ST,5417.824558008516,5417.824558008516,5417.824558008516,5343.110583081037,5284.0364074716335,4279.58513599101,,
+W+Jets,9487.889178263631,9487.889178263631,9487.889178263631,9357.72731042376,9249.165805487482,7725.66712348136,,
+Z+Jets,12055.822300436781,12055.822300436781,12055.822300436781,11862.409496423767,11728.495220567063,6691.981356684962,,
+Diboson,544.751536187187,544.751536187187,544.751536187187,538.0128172568578,533.0567491419495,332.7127077180938,,
+ggFHbb,120.74204174793252,120.74204174793252,120.74204174793252,119.40071843999348,117.91244552095317,38.4118699348613,,
+VBFHbb,32.24173303425971,32.24173303425971,32.24173303425971,31.963053181455805,31.627848698776596,9.698761154629285,,
+ZHbb,32.70020301080715,32.70020301080715,32.70020301080715,32.31418583302164,32.04157172822267,9.808835150191184,,
+WHbb,56.014320595270185,56.014320595270185,56.014320595270185,55.31129788288006,54.93711011186556,18.863712978242347,,
+ggZHbb,4.8805631912185055,4.8805631912185055,4.8805631912185055,4.818097766172652,4.7680686559651555,1.902902173155059,,
+ttHbb,156.94119216557863,156.94119216557863,156.94119216557863,154.9802638394503,152.95156197255415,95.69624798737142,,
+HWW,80.56791059341468,80.56791059341468,80.56791059341468,79.61251131832795,78.50954646527252,62.74209832945888,,
+Data,1061835.0,1061835.0,1061835.0,,,875363.0,1061835.0,1061835.0