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Comparing UserCode/cbrown/AnalysisFramework/Plotting/Modules/Systematics.C (file contents):
Revision 1.21 by buchmann, Mon Aug 29 06:30:21 2011 UTC vs.
Revision 1.35 by buchmann, Mon Sep 26 15:37:39 2011 UTC

# Line 1 | Line 1
1   #include <iostream>
2   #include <vector>
3   #include <sys/stat.h>
4 + #include <algorithm>
5 + #include <cmath>
6  
7   #include <TMath.h>
8   #include <TColor.h>
# Line 157 | Line 159 | TH1F* plotEff(TTree* events, TCut kbase,
159  
160  
161   //________________________________________________________________________________________
162 + // Master Formula
163 + void master_formula(std::vector<float> eff, float &errHi, float &errLo) {
164 +
165 +  float x0 = eff[0];
166 +  float deltaPos = 0, deltaNeg = 0;
167 +  for(int k = 0; k < (eff.size()-1)/2; k++) {
168 +    float xneg = eff[2*k+2];
169 +    float xpos = eff[2*k+1];
170 +    if(xpos-x0>0 || xneg-x0>0) {
171 +      if(xpos-x0 > xneg-x0) {
172 +        deltaPos += (xpos-x0)*(xpos-x0);
173 +      } else {
174 +        deltaPos += (xneg-x0)*(xneg-x0);
175 +      }
176 +    }
177 +    if(x0-xpos>0 || x0-xneg>0) {
178 +      if(x0-xpos > x0-xneg) {
179 +        deltaNeg += (xpos-x0)*(xpos-x0);
180 +      } else {
181 +        deltaNeg += (xneg-x0)*(xneg-x0);
182 +      }
183 +    }
184 +  }
185 +  errHi = sqrt(deltaPos);
186 +  errLo = sqrt(deltaNeg);
187 +
188 + }
189 +
190 +
191 + //________________________________________________________________________________________
192 + // Get normalization factor for the PDFs
193 + float get_norm_pdf_factor(TTree *events, int k) {
194 +
195 +  TH1F *haux = new TH1F("haux", "", 10000, 0, 5);
196 +  char nameVar[20];
197 +  sprintf(nameVar, "pdfW[%d]", k);
198 +  events->Project("haux", nameVar);
199 +  float thisW = haux->Integral();
200 +  events->Project("haux", "pdfW[0]");
201 +  float normW = haux->Integral();
202 +
203 +  float factor=thisW/normW;
204 +
205 +  delete haux;
206 +
207 +  return factor;
208 +
209 + }
210 +
211 +
212 +
213 + //________________________________________________________________________________________
214   // Pile-up efficiency
215   float pileup(TTree *events, bool requireZ, string informalname, string addcut="",Float_t myJzbMax = 140. ) {
216          nBins = 16;
# Line 224 | Line 278 | void PeakError(TTree *events,float &resu
278  
279   //____________________________________________________________________________________
280   // Total selection efficiency (MC)
281 < void MCefficiency(TTree *events,float &result, float &resulterr,string mcjzb,bool requireZ,int Neventsinfile, string addcut="") {
281 > //returns the efficiency WITHOUT signal contamination, and the result and resulterr contain the result and the corresponding error
282 > Value MCefficiency(TTree *events,float &result, float &resulterr,string mcjzb,bool requireZ,int Neventsinfile, string addcut="", int k = 0) {
283          
284          char jzbSelStr[256]; sprintf(jzbSelStr,"%f",jzbSel);
285          // All acceptance cuts at gen. level
# Line 235 | Line 290 | void MCefficiency(TTree *events,float &r
290          // Corresponding reco. cuts
291          TCut ksel("pfJetGoodNum>2&&abs(mll-91.2)<20&&id1==id2&&"+TString(mcjzb)+geq_or_leq()+TString(jzbSelStr));
292          TCut ksel2("pfJetGoodNum>2&&abs(mll-91.2)<20&&id1==id2&&"+TString(mcjzb)+ngeq_or_leq()+TString("-")+TString(jzbSelStr));
293 <        events->Draw(mcjzbexpression.c_str(),kbase&&ksel,"goff");
294 <        Float_t sel = events->GetSelectedRows();
293 >        TCut posSide = kbase&&ksel;
294 >        TCut negSide = kbase&&ksel2;
295 >        string sposSide(posSide);
296 >        string snegSide(negSide);
297 >        char var[20];
298 >        sprintf(var, "pdfW[%d]", k);
299 >        string svar(var);
300 >        string newPosSide = "(" + sposSide + ")*" + svar;
301 >        string newNegSide = "(" + snegSide + ")*" + svar;
302 >
303 >        TH1F *effh= new TH1F("effh","effh",1,-14000,14000);
304 >        if(k>=0)events->Draw((mcjzbexpression+">>effh").c_str(), newPosSide.c_str(),"goff");
305 >        else events->Draw((mcjzbexpression+">>effh").c_str(), sposSide.c_str(),"goff");
306 >        Float_t sel = effh->Integral();
307          Float_t nsel=0;
308          if(ConsiderSignalContaminationForLimits) {
309 <          events->Draw(mcjzbexpression.c_str(),kbase&&ksel2,"goff");
310 <          nsel = events->GetSelectedRows();
309 >          if(k>=0)events->Draw((mcjzbexpression+">>effh").c_str(), newNegSide.c_str(),"goff");
310 >          else events->Draw((mcjzbexpression+">>effh").c_str(), snegSide.c_str(),"goff");
311 >          nsel = effh->Integral();
312          }
313 +        //Corrections due to normalization in the PDF. This has to be applied as well to the number of events in a file if the definition changes at some point.
314 +        float normFactor = 1;
315 +        if(k>=0) get_norm_pdf_factor(events, k);
316 +        sel = sel/normFactor;
317 +        nsel = nsel/normFactor;
318 +
319   //      events->Draw(mcjzbexpression.c_str(),kbase,"goff");
320   //      Float_t tot = events->GetSelectedRows();
321          Float_t tot = Neventsinfile;
322          
323 +        Value result_wo_signalcont;
324 +
325          if(ConsiderSignalContaminationForLimits) {
326            result=(sel-nsel)/tot;
327            resulterr=(1.0/tot)*TMath::Sqrt(sel+nsel+(sel-nsel)*(sel-nsel)/tot);
328 +          result_wo_signalcont=Value(sel/tot,TMath::Sqrt(sel/tot*(1+sel/tot)/tot));
329          } else {//no signal contamination considered:
330            result=(sel)/tot;
331            resulterr=TMath::Sqrt(sel/tot*(1+sel/tot)/tot);
332 +          result_wo_signalcont=Value(result,resulterr);
333          }
334 <        if(!automatized) dout << "  MC efficiency: " << result << "+-" << resulterr << "  ( JZB>" << jzbSel << " : " << sel << " , JZB<-" << jzbSel << " : " << nsel << " and nevents=" << tot << ")" << std::endl;
334 >        if(!automatized && k>0 ) dout << "PDF assessment: ";
335 >        if(!automatized) dout << "  MC efficiency: " << result << "+-" << resulterr << "  ( JZB>" << jzbSel << " : " << sel << " , JZB<-" << jzbSel << " : " << nsel << " and nevents=" << tot << ") with normFact=" << normFactor << std::endl;
336 >        delete effh;
337 >        return result_wo_signalcont;
338 > }
339 >
340 >
341 > //____________________________________________________________________________________
342 > // Selection efficiency for one process (MC)
343 > vector<float> processMCefficiency(TTree *events,string mcjzb,bool requireZ,int Neventsinfile, string addcut) {
344 >  vector<float> process_efficiencies;
345 >  for(int iprocess=0;iprocess<=10;iprocess++) {
346 >    float this_process_efficiency,efferr;
347 >    stringstream addcutplus;
348 >    addcutplus<<addcut<<"&&(process=="<<iprocess<<")";
349 >    MCefficiency(events,this_process_efficiency, efferr,mcjzb,requireZ,Neventsinfile, addcutplus.str(),-1);
350 >    process_efficiencies.push_back(this_process_efficiency);
351 >  }
352 >  return process_efficiencies;
353   }
354 +        
355  
356   void JZBefficiency(TTree *events, string informalname, float &jzbeff, float &jzbefferr, bool requireZ, string addcut="") {
357          TCut kbase("abs(genMll-91.2)<20&&genNjets>2&&genZPt>0&&abs(mll-91.2)<20&&((id1+1)*(id2+1)*ch1*ch2)!=-2");
# Line 324 | Line 421 | void doJZBscale(TTree *events, float &do
421          Float_t eff  = Interpolate(jzbSel,hist);
422          Float_t effp = Interpolate(jzbSel*(1.+systematic),hist);
423          Float_t effm = Interpolate(jzbSel*(1.-systematic),hist);
424 <        if(!automatized) dout << "  efficiency at JZB==" << jzbSel*(1.+systematic)  << "(-"<<syst*100<<"%) : " << effp << " (" << ((effp-eff)/eff)*100. << "%)"  << std::endl;
424 >        if(!automatized) dout << "  efficiency at JZB==" << jzbSel*(1.+systematic)  << "(-"<<systematic*100<<"%) : " << effp << " (" << ((effp-eff)/eff)*100. << "%)"  << std::endl;
425          if(!automatized) dout << "  efficiency at JZB==" << jzbSel  << ": " << eff << std::endl;
426 <        if(!automatized) dout << "  efficiency at JZB==" << jzbSel*(1.-systematic)  << "(-"<<syst*100<<"%) : " << effm << " (" << ((effm-eff)/eff)*100. << "%)"  << std::endl;
426 >        if(!automatized) dout << "  efficiency at JZB==" << jzbSel*(1.-systematic)  << "(-"<<systematic*100<<"%) : " << effm << " (" << ((effm-eff)/eff)*100. << "%)"  << std::endl;
427          up=((effp-eff)/eff);
428          down=((effm-eff)/eff);
429   }
# Line 350 | Line 447 | void JZBresponse(TTree *events, bool req
447          hJzbResp->SetMinimum(0.2);
448          hJzbResp->Fit("pol0","Q");
449          TF1 *fittedfunction = hJzbResp->GetFunction("pol0");
450 <        resp=fittedfunction->GetParameter(0);
451 <        resperr=fittedfunction->GetParError(0);
452 <        if(!automatized) dout << "  Response: " << resp << " +/- " << resperr << endl;
450 >        if(!fittedfunction) {
451 >                // in case there are not enough points passing our selection
452 >                cout << "OOPS response function invalid, assuming 100% error !!!!" << endl;
453 >                resp=1;
454 >                resperr=1;
455 >        } else {
456 >                resp=fittedfunction->GetParameter(0);
457 >                resperr=fittedfunction->GetParError(0);
458 >                if(!automatized) dout << "  Response: " << resp << " +/- " << resperr << endl;
459 >        }
460          delete hJzbResp;
461   }
462  
463  
464 < void do_systematics_for_one_file(TTree *events,int Neventsinfile,string informalname, vector<vector<float> > &results,string mcjzb,string datajzb,float peakerror,bool requireZ=false, string addcut="") {
464 > //________________________________________________________________________________________
465 > // PDF uncertainty  
466 > float get_pdf_uncertainty(TTree *events, string mcjzb, bool requireZ, int Neventsinfile, int NPdfs, string addcut="") {
467 >  std::vector<float> efficiency;
468 >  for(int k = 1; k < NPdfs; k++) {
469 >    float result, resulterr;
470 >    MCefficiency(events, result, resulterr, mcjzb, requireZ, Neventsinfile, addcut, k);  
471 >    efficiency.push_back(result);
472 >  }
473 >  float errHi, errLow,err;
474 >  master_formula(efficiency, errHi, errLow);
475 >  err=errLow;
476 >  if(errHi>errLow) err=errHi;
477 >  if(!automatized) dout << "  Uncertainty from PDF: " << errLow << " (low) and " << errHi << "(high) ---> Picked " << err << endl;
478 >  return err;
479 >
480 > }
481 >
482 > int get_npdfs(TTree *events) {
483 >  int NPDFs;
484 >  events->SetBranchAddress("NPdfs",&NPDFs);
485 >  events->GetEntry(1);
486 >  return NPDFs;
487 > }
488    
489 +
490 + void do_systematics_for_one_file(TTree *events,int Neventsinfile,string informalname, vector<vector<float> > &results,string mcjzb,string datajzb,float peakerror,bool requireZ=false, string addcut="", bool ismSUGRA=false) {
491    float JetEnergyScaleUncert=0.1;
492    float JZBScaleUncert=0.1;
493    mcjzbexpression=mcjzb;
494 <  float triggereff=4.0/100;// in range [0,1]
494 >  float triggereff=5.0/100;// in range [0,1]
495    dout << "Trigger efficiency not implemented in this script  yet, still using external one" << endl;
496    float leptonseleff=2.0/100;// in range [0,1]
497 +  leptonseleff=TMath::Sqrt(leptonseleff*leptonseleff+leptonseleff*leptonseleff); // because the 2% is per lepton
498    dout << "Lepton selection efficiency not implemented in this script  yet, still using external one" << endl;
499    
500 +  int NPdfs=0;
501 +  if(ismSUGRA) NPdfs = get_npdfs(events);
502 +  
503    float mceff,mcefferr,jzbeff,jzbefferr;
504    if(!automatized) dout << "MC efficiencies:" << endl;
505 <  MCefficiency(events,mceff,mcefferr,mcjzb,requireZ,Neventsinfile,addcut);
506 <  JZBefficiency(events,informalname,jzbeff,jzbefferr,requireZ,addcut);
505 >  Value mceff_nosigcont = MCefficiency(events,mceff,mcefferr,mcjzb,requireZ,Neventsinfile,addcut,-1);
506 >  if(!automatized) cout << "   Without signal contamination, we find an efficiency of " << mceff_nosigcont << endl;
507 >
508 >  if(PlottingSetup::computeJZBefficiency) JZBefficiency(events,informalname,jzbeff,jzbefferr,requireZ,addcut);
509    if(!automatized) dout << "JZB efficiency: " << jzbeff << "+/-" << jzbefferr << endl;
510    
511    if(!automatized) dout << "Error from Peak position:" << endl;
# Line 387 | Line 522 | void do_systematics_for_one_file(TTree *
522    
523    if(!automatized) dout << "JZB response: " << std::endl;
524    float resp,resperr;
525 <  JZBresponse(events,requireZ,resp,resperr,addcut);
525 >  if(PlottingSetup::computeJZBresponse) {
526 >        if(!automatized) dout << "JZB response: " << std::endl;
527 >        JZBresponse(events,requireZ,resp,resperr,addcut);
528 >  }
529  
530    if(!automatized) dout << "Pileup: " << std::endl;
531 <  float resolution=pileup(events,requireZ,informalname,addcut);
532 <  
531 >  float resolution;
532 >  resolution=pileup(events,requireZ,informalname,addcut);
533 >
534 >  float PDFuncert=0;
535 >  if(!automatized) dout << "Assessing PDF uncertainty: " << std::endl;
536 >  if(ismSUGRA) PDFuncert = get_pdf_uncertainty(events, mcjzb, requireZ, Neventsinfile, NPdfs, addcut);
537 >
538    dout << "_______________________________________________" << endl;
539    dout << "                 SUMMARY FOR " << informalname << " with JZB>" << jzbSel << "  (all in %) ";
540    if(addcut!="") dout << "With additional cut: " << addcut;
# Line 403 | Line 546 | void do_systematics_for_one_file(TTree *
546    dout << "JZB Scale Uncert: " << scaledown << " " << scaleup << endl; // in range [0,1]
547    dout << "Resolution : " << resolution << endl; // in range [0,1]
548    dout << "From peak : " << sysfrompeak << endl; // in range [0,1]
549 <  dout << "JZB efficiency: " << jzbeff << "+/-" << jzbefferr << " (not yet included below) " << endl; // in range [0,1]
550 <  dout << "JZB response  : " << resp << " +/-" << resperr << " (not yet included below) " << endl; // in range [0,1]
549 >  if(ismSUGRA) dout << "PDF uncertainty  : " << PDFuncert << endl; // in range [0,1]
550 >  if(PlottingSetup::computeJZBefficiency) dout << "JZB efficiency: " << jzbeff << "+/-" << jzbefferr << " (not yet included below) " << endl; // in range [0,1]
551 >  if(PlottingSetup::computeJZBresponse)dout << "JZB response  : " << resp << " +/-" << resperr << " (not yet included below) " << endl; // in range [0,1]
552    
553    float toterr=0;
554    toterr+=(triggereff)*(triggereff);
# Line 413 | Line 557 | void do_systematics_for_one_file(TTree *
557    if(fabs(scaleup)>fabs(scaledown)) toterr+=(scaleup*scaleup); else toterr+=(scaledown*scaledown);
558    toterr+=(resolution*resolution);
559    toterr+=(sysfrompeak*sysfrompeak);
560 +  if(ismSUGRA) toterr+=(PDFuncert*PDFuncert);
561    dout << "TOTAL SYSTEMATICS: " << TMath::Sqrt(toterr) << " --> " << TMath::Sqrt(toterr)*mceff << endl;
562    float systerr=TMath::Sqrt(toterr)*mceff;
563    toterr=TMath::Sqrt(toterr*mceff*mceff+mcefferr*mcefferr);//also includes stat err!
# Line 430 | Line 575 | void do_systematics_for_one_file(TTree *
575    if(fabs(jesup)>fabs(jesdown)) res.push_back(fabs(jesup)); else res.push_back(fabs(jesdown));
576    if(fabs(scaleup)>fabs(scaledown)) res.push_back(fabs(scaleup)); else res.push_back(fabs(scaledown));
577    res.push_back(fabs(resolution));
578 +  res.push_back(mceff_nosigcont.getValue());
579 +  res.push_back(mceff_nosigcont.getError());
580 +  if(ismSUGRA) res.push_back(PDFuncert);
581    results.push_back(res);
582   }
583  

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