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Changes for the photon CR and in W/Top constraints #26

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24df74f
added met trigger corrections
sudhaahuja Oct 16, 2018
6a63586
small correction
sudhaahuja Oct 16, 2018
1b15e70
minor correction
sudhaahuja Oct 19, 2018
7e3330b
changes for photon CR
sudhaahuja Oct 22, 2018
75ea0e6
photon datacards
sudhaahuja Oct 24, 2018
4a4429d
fixes for photon CR & datacards
sudhaahuja Nov 27, 2018
84d10b9
Merge branch 'SuperMonojetFit' into SuperMonojetFit
sudhaahuja Nov 29, 2018
5ccee1d
Update README.md
sudhaahuja Nov 29, 2018
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4 changes: 4 additions & 0 deletions README.md
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Original file line number Diff line number Diff line change
Expand Up @@ -35,6 +35,10 @@ cd datacards/
text2workspace.py combined_2cat.txt --channel-masks
combine combined_2cat.root -M MaxLikelihoodFit --saveShapes --saveWithUncertainties --setPhysicsModelParameters mask_tight_sig=1,mask_loose_sig=1
```
Temporary fixes needed for running the fits:
```bash
There is a placeholder (XX-SIGNAL-XX) for the signal point in the datacards. While running the fits, please replace this the correct name of the signal point you want to look at. Its already fixed in the script when you run the limit scan (below).
```

## Running the limit scan

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52 changes: 52 additions & 0 deletions Top_constraints.py
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Expand Up @@ -110,6 +110,58 @@ def cmodel(cid,nam,_f,_fOut, out_ws, diag):
TopScales_w = makeTop(cid,_fOut,"topwmn",targetmc,controlmc_w,None,False)
TopScales_w_e = makeTop(cid,_fOut,"topwen",targetmc,controlmc_w_e,None,False)

### met trig ###
ftrig = r.TFile.Open('files/unc/fixtrig_monoh.root')
h_trig_down = ftrig.Get('trig_sys_down')
h_trig_up = ftrig.Get('trig_sys_up')

ttbar_ratio_trig_up = targetmc.Clone(); ttbar_ratio_trig_up.SetName('w_weights_%s_mettrig_Up'%cid)
for b in range(ttbar_ratio_trig_up.GetNbinsX()): ttbar_ratio_trig_up.SetBinContent(b+1,0)
diag.generateWeightedTemplate(ttbar_ratio_trig_up,h_trig_up,metname,metname,_wspace.data("signal_ttbar"))
ttbar_ratio_trig_up.Divide(controlmc)
_fOut.WriteTObject(ttbar_ratio_trig_up)

ttbar_ratio_trig_down = targetmc.Clone(); ttbar_ratio_trig_down.SetName('w_weights_%s_mettrig_Down'%cid)
for b in range(ttbar_ratio_trig_down.GetNbinsX()): ttbar_ratio_trig_down.SetBinContent(b+1,0)
diag.generateWeightedTemplate(ttbar_ratio_trig_down,h_trig_down,metname,metname,_wspace.data("signal_ttbar"))
ttbar_ratio_trig_down.Divide(controlmc)
_fOut.WriteTObject(ttbar_ratio_trig_down)

ttbar_e_ratio_trig_up = targetmc.Clone(); ttbar_e_ratio_trig_up.SetName('w_e_weights_%s_mettrig_Up'%cid)
for b in range(ttbar_e_ratio_trig_up.GetNbinsX()): ttbar_e_ratio_trig_up.SetBinContent(b+1,0)
diag.generateWeightedTemplate(ttbar_e_ratio_trig_up,h_trig_up,metname,metname,_wspace.data("signal_ttbar"))
ttbar_e_ratio_trig_up.Divide(controlmc_e)
_fOut.WriteTObject(ttbar_e_ratio_trig_up)

ttbar_e_ratio_trig_down = targetmc.Clone(); ttbar_e_ratio_trig_down.SetName('w_e_weights_%s_mettrig_Down'%cid)
for b in range(ttbar_e_ratio_trig_down.GetNbinsX()): ttbar_e_ratio_trig_down.SetBinContent(b+1,0)
diag.generateWeightedTemplate(ttbar_e_ratio_trig_down,h_trig_down,metname,metname,_wspace.data("signal_ttbar"))
ttbar_e_ratio_trig_down.Divide(controlmc_e)
_fOut.WriteTObject(ttbar_e_ratio_trig_down)

ttbar_w_ratio_trig_up = targetmc.Clone(); ttbar_w_ratio_trig_up.SetName('w_weights_%s_mettrig_Up'%cid)
for b in range(ttbar_w_ratio_trig_up.GetNbinsX()): ttbar_w_ratio_trig_up.SetBinContent(b+1,0)
diag.generateWeightedTemplate(ttbar_w_ratio_trig_up,h_trig_up,metname,metname,_wspace.data("signal_ttbar"))
ttbar_w_ratio_trig_up.Divide(controlmc)
_fOut.WriteTObject(ttbar_w_ratio_trig_up)

ttbar_w_ratio_trig_down = targetmc.Clone(); ttbar_w_ratio_trig_down.SetName('w_weights_%s_mettrig_Down'%cid)
for b in range(ttbar_w_ratio_trig_down.GetNbinsX()): ttbar_w_ratio_trig_down.SetBinContent(b+1,0)
diag.generateWeightedTemplate(ttbar_w_ratio_trig_down,h_trig_down,metname,metname,_wspace.data("signal_ttbar"))
ttbar_w_ratio_trig_down.Divide(controlmc)
_fOut.WriteTObject(ttbar_w_ratio_trig_down)

ttbar_w_e_ratio_trig_up = targetmc.Clone(); ttbar_w_e_ratio_trig_up.SetName('w_ttbar_e_weights_%s_mettrig_Up'%cid)
for b in range(ttbar_w_e_ratio_trig_up.GetNbinsX()): ttbar_w_e_ratio_trig_up.SetBinContent(b+1,0)
diag.generateWeightedTemplate(ttbar_w_e_ratio_trig_up,h_trig_up,metname,metname,_wspace.data("signal_ttbar"))
ttbar_w_e_ratio_trig_up.Divide(controlmc_e)
_fOut.WriteTObject(ttbar_w_e_ratio_trig_up)

ttbar_w_e_ratio_trig_down = targetmc.Clone(); ttbar_w_e_ratio_trig_down.SetName('w_ttbar_e_weights_%s_mettrig_Down'%cid)
for b in range(ttbar_w_e_ratio_trig_down.GetNbinsX()): ttbar_w_e_ratio_trig_down.SetBinContent(b+1,0)
diag.generateWeightedTemplate(ttbar_w_e_ratio_trig_down,h_trig_down,metname,metname,_wspace.data("signal_ttbar"))
ttbar_w_e_ratio_trig_down.Divide(controlmc_e)
_fOut.WriteTObject(ttbar_w_e_ratio_trig_down)

#######################################################################################################

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53 changes: 53 additions & 0 deletions W_constraints.py
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Expand Up @@ -38,6 +38,59 @@ def cmodel(cid,nam,_f,_fOut, out_ws, diag):
WScales_ttbar_e = targetmc.Clone(); WScales_ttbar_e.SetName("wtopen_weights_%s"%cid)
WScales_ttbar_e.Divide(controlmc_ttbar_e); _fOut.WriteTObject(WScales_ttbar_e);

### met trig ###
ftrig = r.TFile.Open('files/unc/fixtrig_monoh.root')
h_trig_down = ftrig.Get('trig_sys_down')
h_trig_up = ftrig.Get('trig_sys_up')

w_ratio_trig_up = targetmc.Clone(); w_ratio_trig_up.SetName('w_weights_%s_mettrig_Up'%cid)
for b in range(w_ratio_trig_up.GetNbinsX()): w_ratio_trig_up.SetBinContent(b+1,0)
diag.generateWeightedTemplate(w_ratio_trig_up,h_trig_up,metname,metname,_wspace.data("signal_wjets"))
w_ratio_trig_up.Divide(controlmc)
_fOut.WriteTObject(w_ratio_trig_up)

w_ratio_trig_down = targetmc.Clone(); w_ratio_trig_down.SetName('w_weights_%s_mettrig_Down'%cid)
for b in range(w_ratio_trig_down.GetNbinsX()): w_ratio_trig_down.SetBinContent(b+1,0)
diag.generateWeightedTemplate(w_ratio_trig_down,h_trig_down,metname,metname,_wspace.data("signal_wjets"))
w_ratio_trig_down.Divide(controlmc)
_fOut.WriteTObject(w_ratio_trig_down)

w_e_ratio_trig_up = targetmc.Clone(); w_e_ratio_trig_up.SetName('w_e_weights_%s_mettrig_Up'%cid)
for b in range(w_e_ratio_trig_up.GetNbinsX()): w_e_ratio_trig_up.SetBinContent(b+1,0)
diag.generateWeightedTemplate(w_e_ratio_trig_up,h_trig_up,metname,metname,_wspace.data("signal_wjets"))
w_e_ratio_trig_up.Divide(controlmc_e)
_fOut.WriteTObject(w_e_ratio_trig_up)

w_e_ratio_trig_down = targetmc.Clone(); w_e_ratio_trig_down.SetName('w_e_weights_%s_mettrig_Down'%cid)
for b in range(w_e_ratio_trig_down.GetNbinsX()): w_e_ratio_trig_down.SetBinContent(b+1,0)
diag.generateWeightedTemplate(w_e_ratio_trig_down,h_trig_down,metname,metname,_wspace.data("signal_wjets"))
w_e_ratio_trig_down.Divide(controlmc_e)
_fOut.WriteTObject(w_e_ratio_trig_down)

w_ttbar_ratio_trig_up = targetmc.Clone(); w_ttbar_ratio_trig_up.SetName('w_weights_%s_mettrig_Up'%cid)
for b in range(w_ttbar_ratio_trig_up.GetNbinsX()): w_ttbar_ratio_trig_up.SetBinContent(b+1,0)
diag.generateWeightedTemplate(w_ttbar_ratio_trig_up,h_trig_up,metname,metname,_wspace.data("signal_wjets"))
w_ttbar_ratio_trig_up.Divide(controlmc)
_fOut.WriteTObject(w_ttbar_ratio_trig_up)

w_ttbar_ratio_trig_down = targetmc.Clone(); w_ttbar_ratio_trig_down.SetName('w_weights_%s_mettrig_Down'%cid)
for b in range(w_ttbar_ratio_trig_down.GetNbinsX()): w_ttbar_ratio_trig_down.SetBinContent(b+1,0)
diag.generateWeightedTemplate(w_ttbar_ratio_trig_down,h_trig_down,metname,metname,_wspace.data("signal_wjets"))
w_ttbar_ratio_trig_down.Divide(controlmc)
_fOut.WriteTObject(w_ttbar_ratio_trig_down)

w_ttbar_e_ratio_trig_up = targetmc.Clone(); w_ttbar_e_ratio_trig_up.SetName('w_ttbar_e_weights_%s_mettrig_Up'%cid)
for b in range(w_ttbar_e_ratio_trig_up.GetNbinsX()): w_ttbar_e_ratio_trig_up.SetBinContent(b+1,0)
diag.generateWeightedTemplate(w_ttbar_e_ratio_trig_up,h_trig_up,metname,metname,_wspace.data("signal_wjets"))
w_ttbar_e_ratio_trig_up.Divide(controlmc_e)
_fOut.WriteTObject(w_ttbar_e_ratio_trig_up)

w_ttbar_e_ratio_trig_down = targetmc.Clone(); w_ttbar_e_ratio_trig_down.SetName('w_ttbar_e_weights_%s_mettrig_Down'%cid)
for b in range(w_ttbar_e_ratio_trig_down.GetNbinsX()): w_ttbar_e_ratio_trig_down.SetBinContent(b+1,0)
diag.generateWeightedTemplate(w_ttbar_e_ratio_trig_down,h_trig_down,metname,metname,_wspace.data("signal_wjets"))
w_ttbar_e_ratio_trig_down.Divide(controlmc_e)
_fOut.WriteTObject(w_ttbar_e_ratio_trig_down)

#######################################################################################################

_bins = [] # take bins from some histogram, can choose anything but this is easy
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10 changes: 5 additions & 5 deletions Z_constraints.py
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Expand Up @@ -24,7 +24,7 @@ def cmodel(cid,nam,_f,_fOut, out_ws, diag):
controlmc = _fin.Get("dimuon_zll") # defines Zmm MC of which process will be controlled by
controlmc_e = _fin.Get("dielectron_zll") # defines Zmm MC of which process will be controlled by
controlmc_w = _fin.Get("signal_wjets")
controlmc_photon = _fin.Get("singlephoton_gjets") # defines Gjets MC of which process will be controlled by
controlmc_photon = _fin.Get("photon_gjets") # defines Gjets MC of which process will be controlled by

# Create the transfer factors and save them (not here you can also create systematic variations of these
# transfer factors (named with extention _sysname_Up/Down
Expand Down Expand Up @@ -162,7 +162,7 @@ def my_function(_wspace,_fin,_fOut,nam,diag):
_gjet_mcname = "photon_gjets"
GJet = _fin.Get("photon_gjets")

fztoa = r.TFile.Open("files/new/atoz_unc.root")
fztoa = r.TFile.Open("files/newKfactors/atoz_unc.root")

ztoa_renscale_up = fztoa.Get("znlo1_over_anlo1_renScaleUp")
ztoa_renscale_down = fztoa.Get("znlo1_over_anlo1_renScaleDown")
Expand Down Expand Up @@ -229,7 +229,7 @@ def my_function(_wspace,_fin,_fOut,nam,diag):


# fztoaewk = fztoa
fztoaewk = r.TFile.Open('files/new/atoz_unc.root')
fztoaewk = r.TFile.Open('files/newKfactors/atoz_unc.root')
ztoa_ewk_up = fztoaewk.Get("a_ewkcorr_overz_Upcommon")
ztoa_ewk_down = fztoaewk.Get("a_ewkcorr_overz_Downcommon")

Expand Down Expand Up @@ -264,7 +264,7 @@ def my_function(_wspace,_fin,_fOut,nam,diag):
### Now lets do the same thing for W

#fztow = r.TFile.Open("files/wtoz_unc.root")
fztow = r.TFile.Open("files/new/wtoz_unc.root")
fztow = r.TFile.Open("files/newKfactors/wtoz_unc.root")

ztow_renscale_up = fztow.Get("znlo1_over_wnlo1_renScaleUp")
ztow_renscale_down = fztow.Get("znlo1_over_wnlo1_renScaleDown")
Expand Down Expand Up @@ -323,7 +323,7 @@ def my_function(_wspace,_fin,_fOut,nam,diag):
_fOut.WriteTObject(wratio_pdf_down)

#fztowewk = r.TFile.Open("files/wtoz_ewkunc.root")
fztowewk = r.TFile.Open("files/new/wtoz_unc.root")
fztowewk = r.TFile.Open("files/newKfactors/wtoz_unc.root")
ztow_ewk_up = fztowewk.Get("w_ewkcorr_overz_Upcommon")
ztow_ewk_down = fztowewk.Get("w_ewkcorr_overz_Downcommon")

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6 changes: 6 additions & 0 deletions configs/boosted.py
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Expand Up @@ -26,6 +26,7 @@
out_file_name = 'boosted.root'

signals = {}

with open('../../../CMSSW_8_0_29/src/PandaAnalysis/LPC_T3/merging/signals.txt', 'r') as signal_file:
for line in signal_file:
name = line.rstrip()
Expand Down Expand Up @@ -103,6 +104,11 @@
,"ST_wen" :['singleelectronw','stop',1,0]
,"QCD_wen" :['singleelectronw','qcd',1,0]
,"Data_wen" :['singleelectronw','data',0,0]

# Photon control
,"Pho_pho" :['photon','gjets',1,0]
,"QCD_pho" :['photon','qcd',1,0]
,"Data_pho" :['photon','data',0,0]
}

samples.update(signals)
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13 changes: 10 additions & 3 deletions configs/resolved.py
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Expand Up @@ -18,7 +18,8 @@
# systematics will expect samples with sample_sys_Up/Down but will skip if not found

signals = {}
with open('../../../CMSSW_8_0_29/src/PandaAnalysis/LPC_T3/merging/signals.txt', 'r') as signal_file:
#with open('../../../CMSSW_8_0_29/src/PandaAnalysis/LPC_T3/merging/signals.txt', 'r') as signal_file:
with open('/uscms/home/ahall/nobackup/LPC-DM/CMSSW_8_0_29/src/PandaAnalysis/LPC_T3/merging/signals.txt', 'r') as signal_file:
for line in signal_file:
name = line.rstrip()
signals[name+'_signal'] = ['signal',name+'_signal',1,1]
Expand Down Expand Up @@ -94,7 +95,12 @@
,"ST_wen" :['singleelectronw','stop',1,0]
,"QCD_wen" :['singleelectronw','qcd',1,0]
,"Data_wen" :['singleelectronw','data',0,0]
}

# Photon control
,"Pho_pho" :['photon','gjets',1,0]
,"QCD_pho" :['photon','qcd',1,0]
,"Data_pho" :['photon','data',0,0]
}
samples.update(signals)
samples_fail = {}
for sample in samples:
Expand All @@ -111,7 +117,8 @@
for s in ['pass','fail']:
resolved_category[s+str(mass)] = {
'name':"resolved_"+s+"_mass"+str(mass)
,'in_file_name':"/uscms_data/d3/matteoc/analysis/CMSSW_8_0_29/src/PandaAnalysis/SuperMonoJet/fitting/resolved/fittingForest_resolved_"+s+".root"
# ,'in_file_name':"/uscms_data/d3/matteoc/analysis/CMSSW_8_0_29/src/PandaAnalysis/SuperMonoJet/fitting/resolved/fittingForest_resolved_"+s+".root"
,'in_file_name':"/uscms/home/ahall/nobackup/LPC-DM/CMSSW_8_0_29/src/PandaAnalysis/SuperMonoJet/fitting/resolved/fittingForest_resolved_"+s+".root"
,"cutstring":cutstrings[mass]
,"varstring":["min(999.9999,met)",250,3000]
,"weightname":"weight"
Expand Down
38 changes: 38 additions & 0 deletions datacards/boosted_datacards/mass0/boosted_photon_control.txt
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@@ -0,0 +1,38 @@
Control Region Datacard -- boosted_doublebp_mass0_photon_control.txt

imax * number of bins
jmax * number of processes minus 1
kmax * number of nuisance parameters

-------------------------------------------------------------------------------------------------
shapes * pho ../../combined_model_boosted.root combinedws:boosted_doublebp_mass0_photon_$PROCESS combinedws:boosted_doublebp_mass0_photon_$PROCESS_$SYSTEMATIC
shapes data_obs pho ../../../combined_model_boosted.root combinedws:boosted_doublebp_mass0_photon_data
shapes gjets pho ../../../combined_model_boosted.root combinedws:boosted_doublebp_mass0_photonModel_zjets_model
-------------------------------------------------------------------------------------------------
bin pho
observation -1
--------------------------------------------------------------------------------------------------------------------------------------------------
bin pho pho
process gjets qcd
process 6 7
rate 1 -1
------------------------------------------
lumi lnN 1.023 1.023
btag shape - 1.0
ca15_jec lnN - 1.04
mistag shape - 1.0
veto_tau lnN 1.03 1.03
met lnN 1.05 1.05
pho_trig lnN 1.01 1.01
---------------------------------------------------------------
# Parametric uncertainties associated to control regions fits
boosted_doublebp_mass0_stat_error_photonModelCR_bin0 param 0.0 1
boosted_doublebp_mass0_stat_error_photonModelCR_bin1 param 0.0 1
boosted_doublebp_mass0_stat_error_photonModelCR_bin2 param 0.0 1
boosted_doublebp_mass0_stat_error_photonModelCR_bin3 param 0.0 1
gjetseff param 0.0346 0.00174
phoeffSF extArg 1.0 [0.0,10.0]
gjetspassphoton rateParam pho gjets (@0*1.0) phoeffSF
#mettrig param 0.0 1
btag param 0.0 1
mistag param 0.0 1
38 changes: 38 additions & 0 deletions datacards/boosted_datacards/mass0/boosted_photon_fail_control.txt
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@@ -0,0 +1,38 @@
Control Region Datacard -- boosted_doublebp_mass0_photon_fail_control.txt

imax * number of bins
jmax * number of processes minus 1
kmax * number of nuisance parameters

-------------------------------------------------------------------------------------------------
shapes * pho_fail ../../combined_model_boosted.root combinedws:boosted_doublebf_mass0_photon_$PROCESS combinedws:boosted_doublebf_mass0_photon_$PROCESS_$SYSTEMATIC
shapes data_obs pho_fail ../../../combined_model_boosted.root combinedws:boosted_doublebf_mass0_photon_data
shapes gjets pho_fail ../../../combined_model_boosted.root combinedws:boosted_doublebf_mass0_photonModel_zjets_model
-------------------------------------------------------------------------------------------------
bin pho_fail
observation -1
--------------------------------------------------------------------------------------------------------------------------------------------------
bin pho_fail pho_fail
process gjets qcd
process 6 7
rate 1 -1
------------------------------------------
lumi lnN 1.023 1.023
btag shape - 1.0
ak4_jec lnN - 1.04
mistag shape - 1.0
veto_tau lnN 1.03 1.03
met lnN 1.05 1.05
pho_trig lnN 1.01 1.01
---------------------------------------------------------------
# Parametric uncertainties associated to control regions fits
boosted_doublebp_mass0_stat_error_photonfailModelCR_bin0 param 0.0 1
boosted_doublebp_mass0_stat_error_photonfailModelCR_bin1 param 0.0 1
boosted_doublebp_mass0_stat_error_photonfailModelCR_bin2 param 0.0 1
boosted_doublebp_mass0_stat_error_photonfailModelCR_bin3 param 0.0 1
gjetseff param 0.0346 0.00174
phoeffSF extArg 1.0 [0.0,10.0]
gjetsfailphoton rateParam pho_fail gjets ((1.0-@0*@1)/(1.0-@1)) phoeffSF,gjetseff
#mettrig param 0.0 1
btag param 0.0 1
mistag param 0.0 1
38 changes: 38 additions & 0 deletions datacards/boosted_datacards/mass1/boosted_photon_control.txt
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@@ -0,0 +1,38 @@
Control Region Datacard -- boosted_doublebp_mass1_photon_control.txt

imax * number of bins
jmax * number of processes minus 1
kmax * number of nuisance parameters

-------------------------------------------------------------------------------------------------
shapes * pho ../../combined_model_boosted.root combinedws:boosted_doublebp_mass1_photon_$PROCESS combinedws:boosted_doublebp_mass1_photon_$PROCESS_$SYSTEMATIC
shapes data_obs pho ../../../combined_model_boosted.root combinedws:boosted_doublebp_mass1_photon_data
shapes gjets pho ../../../combined_model_boosted.root combinedws:boosted_doublebp_mass1_photonModel_zjets_model
-------------------------------------------------------------------------------------------------
bin pho
observation -1
--------------------------------------------------------------------------------------------------------------------------------------------------
bin pho pho
process gjets qcd
process 6 7
rate 1 -1
------------------------------------------
lumi lnN 1.023 1.023
btag shape - 1.0
ca15_jec lnN - 1.04
mistag shape - 1.0
veto_tau lnN 1.03 1.03
met lnN 1.05 1.05
pho_trig lnN 1.01 1.01
---------------------------------------------------------------
# Parametric uncertainties associated to control regions fits
boosted_doublebp_mass1_stat_error_photonModelCR_bin0 param 0.0 1
boosted_doublebp_mass1_stat_error_photonModelCR_bin1 param 0.0 1
boosted_doublebp_mass1_stat_error_photonModelCR_bin2 param 0.0 1
boosted_doublebp_mass1_stat_error_photonModelCR_bin3 param 0.0 1
gjetseff param 0.0346 0.00174
phoeffSF extArg 1.0 [0.0,10.0]
gjetspassphoton rateParam pho gjets (@0*1.0) phoeffSF
#mettrig param 0.0 1
btag param 0.0 1
mistag param 0.0 1
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