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Merge pull request #5 from pmastrap/FCChh_HH_analyses
Fc chh hh analyses
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| #!/usr/bin/env python | ||
| # Author: C.Caputo (UCLouvain) | ||
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| import CombineHarvester.CombineTools.ch as ch | ||
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| import ROOT as R | ||
| import glob | ||
| import os | ||
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| import argparse | ||
| parser = argparse.ArgumentParser() | ||
| parser.add_argument("--reg", type=str, required=True, choices=['sb', 'c'], help="region in mbb" ) | ||
| parser.add_argument("--tag", type=str, required=True, help="Datacard name tag" ) | ||
| parser.add_argument("--input", type=str, required=True, help="Root files input path" ) | ||
| parser.add_argument("--scen", type=str, required=True, choices=['I', 'II', 'III'],help="Scenario (I, II, III)") | ||
| args = parser.parse_args() | ||
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| cb = ch.CombineHarvester() | ||
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| reg = args.reg | ||
| tag = args.tag | ||
| input = args.input | ||
| scen = args.scen | ||
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| ####DEF: syst for different scenarios## | ||
| systScenI = {"lumi" : 0.005, | ||
| "btag" : 0.005, | ||
| "sigxs": 0.005, | ||
| "phid" : 0.005} | ||
| systScenII = {"lumi" : 0.01, | ||
| "btag" : 0.01, | ||
| "sigxs": 0.01, | ||
| "phid" : 0.01} | ||
| systScenIII = {"lumi" : 0.02, | ||
| "btag" : 0.02, | ||
| "sigxs": 0.02, | ||
| "phid" : 0.02} | ||
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| syst_dict = {"I" : systScenI, | ||
| "II" : systScenII, | ||
| "III": systScenIII | ||
| } | ||
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| auxiliaries = os.environ['CMSSW_BASE'] + '/src/HiggsAnalysis/CombinedLimit/HH_FCChh_newCard_2023' | ||
| aux_shapes = auxiliaries +'/{inputFolder}'.format(inputFolder=input) | ||
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| print auxiliaries | ||
| print aux_shapes | ||
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| chns = ['great350_high_purity', 'great350_medium_purity', 'small350_high_purity', 'small350_medium_purity'] | ||
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| print(chns) | ||
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| bkg_procs = { | ||
| 'great350_high_purity' : ['mgg_mgp8_pp_tth01j_5f_haa', 'mgg_mgp8_pp_h012j_5f_haa', 'mgg_mgp8_pp_jjaa_5f','mgg_mgp8_pp_jja_5f', 'mgg_mgp8_pp_vh012j_5f_haa', 'mgg_mgp8_pp_vbf_h01j_5f_haa'], | ||
| 'great350_medium_purity' : ['mgg_mgp8_pp_tth01j_5f_haa', 'mgg_mgp8_pp_h012j_5f_haa', 'mgg_mgp8_pp_jjaa_5f', 'mgg_mgp8_pp_jja_5f','mgg_mgp8_pp_vh012j_5f_haa', 'mgg_mgp8_pp_vbf_h01j_5f_haa'], | ||
| 'small350_high_purity' : ['mgg_mgp8_pp_tth01j_5f_haa', 'mgg_mgp8_pp_h012j_5f_haa', 'mgg_mgp8_pp_jjaa_5f','mgg_mgp8_pp_jja_5f', 'mgg_mgp8_pp_vh012j_5f_haa', 'mgg_mgp8_pp_vbf_h01j_5f_haa'], | ||
| 'small350_medium_purity' : ['mgg_mgp8_pp_tth01j_5f_haa', 'mgg_mgp8_pp_h012j_5f_haa', 'mgg_mgp8_pp_jjaa_5f', 'mgg_mgp8_pp_jja_5f','mgg_mgp8_pp_vh012j_5f_haa', 'mgg_mgp8_pp_vbf_h01j_5f_haa'] | ||
| } | ||
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| sig_procs = ['mgg_pwp8_pp_hh_lambda100_5f_hhbbaa', 'mgg_pwp8_pp_hh_lambda240_5f_hhbbaa', 'mgg_pwp8_pp_hh_lambda300_5f_hhbbaa'] | ||
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| cats = { | ||
| 'great350_medium_purity' : [ | ||
| (0, 'great350_medium_purity'), | ||
| ], | ||
| 'great350_high_purity' : [ | ||
| (0, 'great350_high_purity'), | ||
| ], | ||
| 'small350_medium_purity' : [ | ||
| (0, 'small350_medium_purity'), | ||
| ], | ||
| 'small350_high_purity' : [ | ||
| (0, 'small350_high_purity'), | ||
| ] | ||
| } | ||
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| print(cats) | ||
| print '>> Creating processes and observations...' | ||
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| for chn in chns: | ||
| cb.AddObservations( ['*'], ['HHbbgg'], ['100TeV'], [chn], cats[chn] ) | ||
| cb.AddProcesses( ['*'], ['HHbbgg'], ['100TeV'], [chn], bkg_procs[chn], cats[chn], False ) | ||
| cb.AddProcesses( [''], ['HHbbgg'], ['100TeV'], [chn], sig_procs, cats[chn], True )#mod 125 | ||
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| print '>> Adding systematic uncertainties...' | ||
| signal = cb.cp().signals().process_set() | ||
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| MC_Backgrouds = ['mgg_mgp8_pp_tth01j_5f_haa', 'mgg_mgp8_pp_h012j_5f_haa', 'mgg_mgp8_pp_jjaa_5f', 'mgg_mgp8_pp_jja_5f','mgg_mgp8_pp_vh012j_5f_haa', 'mgg_mgp8_pp_vbf_h01j_5f_haa'] | ||
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| cb.cp().process(signal+MC_Backgrouds).AddSyst(cb, "lumi", "lnN", ch.SystMap()([1.+syst_dict[scen]["lumi"],1.-syst_dict[scen]["lumi"]])) | ||
| cb.cp().process(signal+MC_Backgrouds).AddSyst(cb, "phid", "lnN", ch.SystMap()([1.+syst_dict[scen]["phid"],1.-syst_dict[scen]["phid"]])) | ||
| cb.cp().process(signal+MC_Backgrouds).AddSyst(cb, "btag", "lnN", ch.SystMap()([1.+syst_dict[scen]["btag"],1-syst_dict[scen]["btag"]])) | ||
| cb.cp().process(signal).AddSyst(cb, "sigxs", "lnN", ch.SystMap()([1.+syst_dict[scen]["sigxs"],1-syst_dict[scen]["sigxs"]])) | ||
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| print '>> Extracting histograms from input root files...' | ||
| for chn in chns: | ||
| file = aux_shapes + "/" + chn + "_"+reg+".root" | ||
| cb.cp().channel([chn]).era(['100TeV']).backgrounds().ExtractShapes( | ||
| file, '$PROCESS', '$PROCESS_$SYSTEMATIC') | ||
| cb.cp().channel([chn]).era(['100TeV']).signals().ExtractShapes( | ||
| file, '$PROCESS$MASS', '$PROCESS$MASS_$SYSTEMATIC') | ||
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| print '>> Setting standardised bin names...' | ||
| ch.SetStandardBinNames(cb) | ||
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| writer = ch.CardWriter('LIMITS/$TAG/$ANALYSIS_$CHANNEL_$BINID_$ERA.txt', | ||
| 'LIMITS/$TAG/$ANALYSIS_$CHANNEL.input.root') | ||
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| print(writer) | ||
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| writer.SetVerbosity(2) | ||
| writer.WriteCards('{}/{}/{}'.format(tag,scen,reg), cb) ## the first argument is the $TAG | ||
| # for chn in chns: writer.WriteCards(chn,cb.cp().channel([chn])) | ||
| #HHbbtautau_tau_0_13TeV | ||
| #for chn in chns: | ||
| # with open("./LIMITS/"+tag+"/HHbbtautau_"+chn+"_0_14TeV.txt",'a') as f: | ||
| # f.write("* autoMCStats 0 1 1") | ||
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| print '>> Done!' | ||
| #for chn in chns: | ||
| ##if() | ||
| # #with open("./LIMITS/"+tag+"/"+reg+"/"+str(chns[0])+"_"+str(chns[0])+"_0_13TeV.txt",'a') as f: | ||
| # print(chn) | ||
| # with open('LIMITS/'+tag+'/'+reg+'/HHbbgg_'+chn+'_0_100TeV.txt', 'a') as f: | ||
| # f.write("Signal_rateParam rateParam HHbbgg_"+chn+"_0_100TeV mgg_pwp8_pp_hh_lambda100_5f_hhbbaa 15.000\n") | ||
| # f.write("Signal_rateParam rateParam HHbbgg_"+chn+"_0_100TeV mgg_pwp8_pp_hh_lambda240_5f_hhbbaa 15.000\n") | ||
| # f.write("Signal_rateParam rateParam HHbbgg_"+chn+"_0_100TeV mgg_pwp8_pp_hh_lambda300_5f_hhbbaa 15.000\n") | ||
| # f.write(" ") | ||
| print '>> Done!' |
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| #!/bin/bash | ||
| #bbtautau or bbgg or bbbb or ALL | ||
| channel=$1 | ||
| #name of the dir to put limits | ||
| folder=$2 | ||
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| echo $channel | ||
| if [ $channel = "bbgg" ] || [ $channel = "ALL" ] | ||
| then | ||
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| SCENARIOS=('I' 'II' 'III') | ||
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| for scen in "${SCENARIOS[@]}" | ||
| do | ||
| python card_maker_allCats.py --input input_files --tag $folder --reg sb --scen "$scen" | ||
| python card_maker_allCats.py --input input_files --tag $folder --reg c --scen "$scen" | ||
| cd LIMITS/$folder/$scen | ||
| combineCards.py ./sb/HHbbgg_small350_medium_purity_0_100TeV.txt ./c/HHbbgg_small350_medium_purity_0_100TeV.txt > small350_medium_purity.txt | ||
| combineCards.py ./sb/HHbbgg_small350_high_purity_0_100TeV.txt ./c/HHbbgg_small350_high_purity_0_100TeV.txt > small350_high_purity.txt | ||
| combineCards.py small350_medium_purity.txt small350_high_purity.txt > small350_combine.txt | ||
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| combineCards.py ./sb/HHbbgg_great350_medium_purity_0_100TeV.txt ./c/HHbbgg_great350_medium_purity_0_100TeV.txt > great350_medium_purity.txt | ||
| combineCards.py ./sb/HHbbgg_great350_high_purity_0_100TeV.txt ./c/HHbbgg_great350_high_purity_0_100TeV.txt > great350_high_purity.txt | ||
| combineCards.py great350_medium_purity.txt great350_high_purity.txt > great350_combine.txt | ||
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| combineCards.py great350_combine.txt small350_combine.txt > combine_all.txt | ||
| text2workspace.py combine_all.txt -P HiggsAnalysis.CombinedLimit.HHModel:HHdefault --mass=125 | ||
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| combine -M MultiDimFit combine_all.root --verbose 1 --algo grid --points=200 -P kl --floatOtherPOIs=0 --setParameterRanges kl=0.8,1.5 --cl=0.68 --setParameters r=1,r_gghh=1,r_qqhh=1,CV=1,C2V=3,kt=1 --robustFit 1 -t -1 --fastScan -n fastScan | ||
| #plot1DScan.py higgsCombinefastScan.MultiDimFit.mH120.root --POI kl --output fastscan | ||
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| combine -M MultiDimFit combine_all.root --verbose 1 --algo grid --points=200 -P kl --floatOtherPOIs=0 --setParameterRanges kl=0.8,1.5 --cl=0.68 --setParameters r=1,r_gghh=1,r_qqhh=1,CV=1,C2V=3,kt=1 --robustFit 1 -t -1 | ||
| #plot1DScan.py higgsCombineTest.MultiDimFit.mH120.root --POI kl --output scan | ||
| cd - | ||
| done | ||
| cd LIMITS/$folder/ | ||
| plot1DScan.py ./I/higgsCombinefastScan.MultiDimFit.mH120.root --POI kl --others ./I/higgsCombineTest.MultiDimFit.mH120.root:scenI:4 ./II/higgsCombineTest.MultiDimFit.mH120.root:scenII:3 ./III/higgsCombineTest.MultiDimFit.mH120.root:scenIII:6 --main-label onlystat --logo FCC-hh --logo-sub "Work in progress" --y-max 15 | ||
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| #combine -M AsymptoticLimits combine_all.root --run blind -m 125 > output_Asym_Lim.txt | ||
| #combine -M Significance combine_all.root -t -1 --expectSignal=1 > output_Sig.txt | ||
| #combineTool.py -M Impacts -d combine_all.root -m 125 -t -1 --doInitialFit --robustFit 1 --rMax 100 --expectSignal 10 | ||
| #combineTool.py -M Impacts -d combine_all.root -m 125 -t -1 --robustFit 1 --doFits --parallel 8 --rMax 100 --expectSignal 10 | ||
| #combineTool.py -M Impacts -d combine_all.root -m 125 -t -1 -o impacts.json --rMax 100 --expectSignal 10 | ||
| #plotImpacts.py -i impacts.json -o impacts_combined_10 | ||
| #rm higgsCombine* | ||
| fi |
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