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Comparing UserCode/cbrown/Development/Plotting/Modules/EdgeLimit.C (file contents):
Revision 1.14 by buchmann, Wed Jun 12 13:50:28 2013 UTC vs.
Revision 1.21 by buchmann, Fri Jun 14 15:24:32 2013 UTC

# Line 1 | Line 1
1   #include <iostream>
2  
3 +
4 +
5   #include <TVirtualIndex.h>
6  
7   #include <RooRealVar.h>
# Line 9 | Line 11
11   #include <RooCategory.h>
12  
13   #include <RooPlot.h>
14 + #include <RooGaussian.h>
15 + #include <RooConstVar.h>
16   #include <RooSimultaneous.h>
17   #include <RooAddPdf.h>
18   #include <RooFitResult.h>
# Line 56 | Line 60 | namespace EdgeFitter {
60    void getMedianLimit(RooWorkspace *ws,vector<RooDataSet> theToys,float &median,float &sigmaDown, float &sigmaUp, float &twoSigmaDown, float &twoSigmaUp);
61    void InitializeVariables(float _mllmin, float _mllmax, float _jzbmax, TCut _cut);
62    void PrepareDatasets(int);
63 +  void DrawDatasetContent(int);
64    void DoFit(int is_data, float jzb_cut);
65    string RandomStorageFile();
66    Yield Get_Z_estimate(float,int);
# Line 77 | Line 82 | namespace EdgeFitter {
82    bool MarcoDebug=true;
83    
84    float FixedMEdge=-1;
85 <  float FixedMEdgeChi2=-1;
85 >  float FixedMEdgeChi2_H1=-1;
86 >  float FixedMEdgeChi2_H0=-1;
87    
88    bool RejectPointIfNoConvergence=false;
89    
90    string Mode="UndefinedMode";
91    
92 +  bool AllowTriangle=true;
93 + }
94 +
95 + TLatex* WriteAppleStudel() {
96 +  string sel="Apple Strudel Preliminary";
97 +  TLatex *sele = new TLatex(0.97,0.135,sel.c_str());
98 +  sele->SetNDC(true);
99 +  sele->SetTextColor(TColor::GetColor("#848484"));
100 +  sele->SetTextFont(42);
101 +  sele->SetTextAlign(32);
102 +  sele->SetTextSize(0.03);
103 +  sele->SetTextAngle(270);
104 +  return sele;
105   }
106  
107   TGraph* EdgeFitter::prepareLM(float mass, float nEv) {
# Line 154 | Line 173 | void EdgeFitter::getMedianLimit(RooWorks
173    sigmaDown = abs(yQ[1]-median);
174    sigmaUp = abs(yQ[2]-median);
175    twoSigmaUp = abs(yQ[3]-median);
176 <  cout << median * PlottingSetup::luminosity << " " << sigmaUp * PlottingSetup::luminosity << endl;
176 >  dout << median * PlottingSetup::luminosity << " " << sigmaUp * PlottingSetup::luminosity << endl;
177   }
178  
179   void EdgeFitter::prepareLimits(RooWorkspace *ws, bool ComputeBands) {
# Line 194 | Line 213 | void EdgeFitter::prepareLimits(RooWorksp
213      
214      for(int i=0;i<(int)theLimits.size();i++) {
215        if((theLimits[i]<2.0/PlottingSetup::luminosity)||(theLimits[i]>40.0/PlottingSetup::luminosity)) {
216 <        cout << i << " : " << theVals[i] << endl;
216 >        dout << i << " : " << theVals[i] << endl;
217          theLimits[i] = (theLimits[i+2]+theLimits[i-2])/2.0;
218          write_warning(__FUNCTION__,"Need to store limits");
219        }
# Line 258 | Line 277 | float EdgeFitter::calcExclusion(RooWorks
277    RooStats::HypoTestInverterResult* hcInt = hcInv.GetInterval();
278    float ulError = hcInt->UpperLimitEstimatedError();
279    theLimit = hcInt->UpperLimit();
280 <  cout << "Found upper limit : " << theLimit << "+/-" << ulError << endl;
280 >  dout << "Found upper limit : " << theLimit << "+/-" << ulError << endl;
281    
282    return theLimit/PlottingSetup::luminosity;
283    
284   }
285  
286   TTree* SkimTree(int isample) {
287 <  TTree* newTree = allsamples.collection[isample].events->CloneTree(0);
287 >  string TreeName = removefunnystring(allsamples.collection[isample].filename);
288 >  cout << "About to skim " << TreeName << " for sample id " << isample << endl;
289 >  TTree* newTree = new TTree("NanoTree",TreeName.c_str());
290 >  
291 >  float mll,edgeWeight;
292 >  int id1,id2;
293 >  
294 >  newTree->Branch("edgeWeight",&edgeWeight,"edgeWeight/F");
295 >  newTree->Branch("mll",&mll,"mll/F");
296 >  newTree->Branch("id1",&id1,"id1/I");
297 >  newTree->Branch("id2",&id2,"id2/I");
298 >  newTree->Branch("isample",&isample,"isample/I");
299 >  
300    float xsweight=1.0;
301    if(allsamples.collection[isample].is_data==false) xsweight=luminosity*allsamples.collection[isample].weight;
302    if(EdgeFitter::MarcoDebug) {
303 <    cout << "   Original tree contains " << allsamples.collection[isample].events->GetEntries() << endl;
304 <    cout << "   Going to reduce it with cut " << EdgeFitter::cut << endl;
303 >    dout << "   Going to reduce it with cut " << EdgeFitter::cut << endl;
304 >    dout << "   Original tree contains " << allsamples.collection[isample].events->GetEntries() << endl;
305    }
306 <  float edgeWeight;
276 <  newTree->Branch("edgeWeight",&edgeWeight,"edgeWeight/F");
306 >  
307    float tmll;
308 +  int tid1,tid2;
309    allsamples.collection[isample].events->SetBranchAddress("mll",&tmll);
310 < //  int id1,id2;
310 >  allsamples.collection[isample].events->SetBranchAddress("id1",&tid1);
311 >  allsamples.collection[isample].events->SetBranchAddress("id2",&tid2);
312    
313    TTreeFormula *select = new TTreeFormula("select", EdgeFitter::cut, allsamples.collection[isample].events);
314    TTreeFormula *Weight = new TTreeFormula("Weight", cutWeight, allsamples.collection[isample].events);
315 +  
316    float wgt=1.0;
284 //  allsamples.collection[isample].events->SetBranchAddress(cutWeight,&wgt);
317    for (Int_t entry = 0 ; entry < allsamples.collection[isample].events->GetEntries() ; entry++) {
318     allsamples.collection[isample].events->LoadTree(entry);
319     if (select->EvalInstance()) {
320       allsamples.collection[isample].events->GetEntry(entry);
321 +     mll=tmll;
322 +     id1=tid1;
323 +     id2=tid2;
324       wgt=Weight->EvalInstance();
325       edgeWeight=wgt*xsweight;
326       newTree->Fill();
327     }
328    }
329    
330 <  if(EdgeFitter::MarcoDebug) cout << "     Reduced tree contains " << newTree->GetEntries() << " entries " << endl;
330 >  if(EdgeFitter::MarcoDebug) dout << "   Reduced tree contains " << newTree->GetEntries() << " entries " << endl;
331    return newTree;
332   }
333  
# Line 304 | Line 339 | void EdgeFitter::InitializeVariables(flo
339   }
340  
341   TTree* MergeTrees(vector<TTree*> trees) {
342 <  TTree * newtree = (TTree*)trees[0]->CloneTree();
342 >  TTree * newtree = (TTree*)trees[0]->CloneTree(0);
343 >  newtree->SetTitle("FullTree");
344 >  newtree->SetName("FullTree");
345    trees[0]->GetListOfClones()->Remove(newtree);
346    trees[0]->ResetBranchAddresses();
347    newtree->ResetBranchAddresses();
348    
349 <  for(int itree=1;itree<trees.size();itree++) {
349 >  for(int itree=0;itree<trees.size();itree++) {
350      newtree->CopyAddresses(trees[itree]);
351      Long64_t nentries = trees[itree]->GetEntries();
352      for (Long64_t iEntry=0;iEntry<nentries;iEntry++) {
# Line 331 | Line 368 | TTree* MergeTrees(vector<TTree*> trees)
368  
369   void EdgeFitter::PrepareDatasets(int is_data) {
370    write_warning(__FUNCTION__,"Need to make this function ready for scans as well (use signal from scan samples)");
371 < //  TFile *tempout = new TFile("tempout.root","RECREATE");
371 >  TFile *tempout = new TFile("tempout.root","RECREATE");
372    vector<TTree*> SkimmedTrees;
373    TTree *SkimmedTree[(int)allsamples.collection.size()];
374    for(int isample=0;isample<(int)allsamples.collection.size();isample++) {
# Line 340 | Line 377 | void EdgeFitter::PrepareDatasets(int is_
377      if(is_data==1&&allsamples.collection[isample].is_data==false) continue;//kick all samples that aren't data if we're looking for data.
378      if(is_data!=1&&allsamples.collection[isample].is_data==true) continue;//kick all data samples when looking for MC
379      if(is_data!=2&&allsamples.collection[isample].is_signal==true) continue;//remove signal sample if we don't want it.
380 <    if(EdgeFitter::MarcoDebug) cout << "Considering : " << allsamples.collection[isample].samplename << endl;
381 <    SkimmedTrees.push_back(SkimTree(isample));
382 < //      SkimmedTree[isample] = SkimTree(isample);
383 < //    tempout->cd();
384 < //    SkimmedTree[isample]->Write();
348 < //    treelist->Add(SkimmedTree[isample]);
349 <    //treelist->Add(SkimTree(isample));
350 < //    allsamples.collection[isample].tfile->Close();
380 >    if(EdgeFitter::MarcoDebug) dout << "Considering : " << allsamples.collection[isample].samplename << endl;
381 >    SkimmedTree[isample] = SkimTree(isample);
382 >    tempout->cd();
383 >    SkimmedTree[isample]->Write();
384 >    SkimmedTrees.push_back(SkimmedTree[isample]);
385    }
386    
387    TTree *completetree  = MergeTrees(SkimmedTrees);
388    
389 < //  for(int isample=0;isample<(int)allsamples.collection.size();isample++) {
356 < //    if(SkimmedTree[isample]) SkimmedTree[isample]->Delete();
357 < //  }
358 <  
359 <  if(EdgeFitter::MarcoDebug) cout << "Complete tree now contains " << completetree->GetEntries() << " entries " << endl;
389 >  if(EdgeFitter::MarcoDebug) dout << "Complete tree now contains " << completetree->GetEntries() << " entries " << endl;
390    
391    RooRealVar mll("mll","m_{ll}",mllmin,mllmax,"GeV/c^{2}");
392    RooRealVar id1("id1","id1",0,1,"GeV/c^{2}");
# Line 367 | Line 397 | void EdgeFitter::PrepareDatasets(int is_
397    string title="CMS Data";
398    if(is_data!=1) title="CMS SIMULATION";
399    RooDataSet LAllData("LAllData",title.c_str(),completetree,observables,"","edgeWeight");
400 +  tempout->cd();
401    completetree->Write();
402 <  delete completetree;
372 < //  tempout->Close();
402 >  tempout->Close();
403    
404    EdgeFitter::SFSample = (RooDataSet*)LAllData.reduce("id1==id2");
405    EdgeFitter::OFSample = (RooDataSet*)LAllData.reduce("id1!=id2");
# Line 380 | Line 410 | void EdgeFitter::PrepareDatasets(int is_
410    AllData->SetName("AllData");
411    
412    if(EdgeFitter::MarcoDebug) {
413 <    cout << "Number of events in data sample = " << AllData->numEntries() << endl;
414 <    cout << "Number of events in eemm sample = " << SFSample->numEntries() << endl;
415 <    cout << "Number of events in em sample = " << OFSample->numEntries() << endl;
413 >    dout << "Number of (weighted) events in full sample = " << AllData->sumEntries() << " (raw events : " << AllData->numEntries() << ")" <<  endl;
414 >    dout << "Number of (weighted) events in eemm sample = " << SFSample->sumEntries() << " (raw events : " << SFSample->numEntries() << ")" <<  endl;
415 >    dout << "Number of (weighted) events in em sample = " << OFSample->sumEntries() << " (raw events : " << OFSample->numEntries() << ")" <<  endl;
416    }
417    
418   }
419  
420 + void EdgeFitter::DrawDatasetContent(int is_data) {
421 +  TCanvas* cSFdata = new TCanvas("cSFdata","cSFdata") ;
422 +  
423 +  RooRealVar mll("mll","m_{ll}",mllmin,mllmax,"GeV/c^{2}");
424 +  RooPlot* frame1 = mll.frame(RooFit::Bins(int((mllmax-mllmin)/5.0)),RooFit::Title("SF sample")) ;
425 +  frame1->GetXaxis()->CenterTitle(1);
426 +  frame1->GetYaxis()->CenterTitle(1);
427 +  SFSample->plotOn(frame1,RooFit::Name("SFdata")) ;
428 +  
429 +  RooPlot* frame2 = mll.frame(RooFit::Bins(int((mllmax-mllmin)/5.0)),RooFit::Title("OF sample")) ;
430 +  frame2->GetXaxis()->CenterTitle(1);
431 +  frame2->GetYaxis()->CenterTitle(1);
432 +  OFSample->plotOn(frame2,RooFit::Name("OFdata")) ;
433 +  
434 + //  THStack sf_ref = allsamples.DrawStack("sf_ref","mll",int((mllmax-mllmin)/5.0),mllmin,mllmax, "m_{ll} [GeV]", "events", cut&&TCut("id1==id2"),is_data, luminosity);
435 + //  THStack of_ref = allsamples.DrawStack("of_ref","mll",int((mllmax-mllmin)/5.0),mllmin,mllmax, "m_{ll} [GeV]", "events", cut&&TCut("id1!=id2"),is_data, luminosity);
436 +  
437 +  TH1F *sf_ref = allsamples.Draw("sf_ref","mll",int((mllmax-mllmin)/5.0),mllmin,mllmax, "m_{ll} [GeV]", "events", cut&&TCut("id1==id2"),is_data, luminosity);
438 +  TH1F *of_ref = allsamples.Draw("of_ref","mll",int((mllmax-mllmin)/5.0),mllmin,mllmax, "m_{ll} [GeV]", "events", cut&&TCut("id1!=id2"),is_data, luminosity);
439 +  
440 +  TH1F *sf_fit = (TH1F*)SFSample->createHistogram("sf_fit",mll,RooFit::Binning(int((mllmax-mllmin)/5)),RooFit::SumW2Error(true));
441 +  TH1F *of_fit = (TH1F*)OFSample->createHistogram("of_fit",mll,RooFit::Binning(int((mllmax-mllmin)/5)),RooFit::SumW2Error(true));
442 +  
443 +  TLegend *leg = allsamples.allbglegend();
444 +  leg->AddEntry(sf_fit,"RooDataSet content","p");
445 +  leg->SetX1(0.58);
446 +
447 +  cSFdata->cd() ;
448 +  gPad->SetLeftMargin(0.15);
449 +  frame1->GetYaxis()->SetTitleOffset(1.4);
450 +  frame1->Draw();
451 +  sf_ref->Draw("histo,same");
452 +  sf_fit->Draw("e1,same");
453 +  leg->Draw("same");
454 +  if(is_data==data) DrawPrelim();
455 +  else DrawPrelim(PlottingSetup::luminosity,true);
456 +  CompleteSave(cSFdata,"Edge/SF_NoFit");
457 +  
458 +  TCanvas* cOFdata = new TCanvas("cOFdata","cOFdata") ;
459 +  cOFdata->cd() ;
460 +  gPad->SetLeftMargin(0.15);
461 +  frame2->SetMaximum(frame1->GetMaximum());
462 +  frame2->GetYaxis()->SetTitleOffset(1.4);
463 +  frame2->Draw();
464 +  of_ref->Draw("histo,same");
465 +  of_fit->Draw("e1,same");
466 +  leg->Draw("same");
467 +  if(is_data==data) DrawPrelim();
468 +  else DrawPrelim(PlottingSetup::luminosity,true);
469 +  CompleteSave(cOFdata,"Edge/OF_NoFit");
470 +
471 +  delete sf_fit;
472 +  delete of_fit;
473 +  
474 +  delete sf_ref;
475 +  delete of_ref;
476 +  
477 + }
478 +  
479   string WriteWithError(float central, float error, int digits) {
480    float ref=central;
481    if(ref<0) ref=-central;
# Line 424 | Line 513 | Yield EdgeFitter::Get_T_estimate(float j
513   }
514  
515   void EdgeFitter::DoFit(int is_data, float jzb_cut) {
516 +  
517 +  stringstream prefix;
518 +  if(is_data==data) prefix << "data_";
519 +  if(is_data==mc) prefix << "mc_";
520 +  if(is_data==mcwithsignal) prefix << "mcwithS_";
521 +  
522 +  prefix << EdgeFitter::Mode << "_" << jzb_cut;
523 +  
524 +  if(EdgeFitter::AllowTriangle) prefix << "__H1";
525 +  else prefix << "__H0";
526 +  
527    RooRealVar mll("mll","m_{ll}",mllmin,mllmax,"GeV/c^{2}");
528    RooRealVar edgeWeight("edgeWeight","edgeWeight",0,1000,"");
529    RooCategory sample("sample","sample") ;
# Line 436 | Line 536 | void EdgeFitter::DoFit(int is_data, floa
536    
537    
538    //First we make a fit to opposite flavor
539 <  RooRealVar fttbarOF("fttbarOF", "fttbarOF", 100, 0, 10000);
539 >  RooRealVar fttbarOF("fttbarOF", "fttbarOF", 100, 0, 1.5*combData.sumEntries());
540    RooRealVar par1ttbarOF("par1ttbarOF", "par1ttbarOF", 1.6, 0.01, 4.0);
541    RooRealVar par2ttbarOF("par2ttbarOF", "par2ttbarOF", 1.0);
542    RooRealVar par3ttbarOF("par3ttbarOF", "par3ttbarOF", 0.028, 0.001, 1.0);
# Line 446 | Line 546 | void EdgeFitter::DoFit(int is_data, floa
546    RooSimultaneous simPdfOF("simPdfOF","simultaneous pdf", sample) ;
547    simPdfOF.addPdf(model_OF,"OF");
548    RooFitResult *resultOF = simPdfOF.fitTo(combData, RooFit::Save(),RooFit::Extended(),RooFit::Minos(true));
549 <  //resultOF->Print();
549 >  dout << "============================= < OF results > =============================" << endl;
550 >  resultOF->Print();
551 >  dout << "============================= < /OF results > =============================" << endl;
552 >  
553 >  
554 >  RooPlot* frameO = mll.frame(RooFit::Bins(int((mllmax-mllmin)/5.0)),RooFit::Title("OF sample"));
555 >  frameO->GetXaxis()->CenterTitle(1);
556 >  frameO->GetYaxis()->CenterTitle(1);
557 >  combData.plotOn(frameO,RooFit::Name("OFdata"),RooFit::Cut("sample==sample::OF")) ;
558 >  simPdfOF.plotOn(frameO,RooFit::Slice(sample,"OF"),RooFit::Name("FullFit"),RooFit::ProjWData(sample,combData), RooFit::LineColor(kBlack)) ;
559 >  simPdfOF.plotOn(frameO,RooFit::Slice(sample,"OF"),RooFit::Name("TTbarOFonly"),RooFit::Components("ttbarOF"),RooFit::ProjWData(sample,combData),RooFit::LineStyle(kDashed)) ;
560    
561 +  TCanvas* pof = new TCanvas("pof","pof") ;
562 +  pof->cd() ;
563 +  gPad->SetLeftMargin(0.15);
564 +  frameO->GetYaxis()->SetTitleOffset(1.4);
565 +  frameO->Draw();
566 +  if(is_data==data) DrawPrelim();
567 +  else DrawPrelim(PlottingSetup::luminosity,true);
568 +  if(EdgeFitter::FixedMEdge>=0) CompleteSave(pof,"Edge/OF__OFFitonly_"+prefix.str()+"__MEdgeFix_"+any2string(EdgeFitter::FixedMEdge),false,false);
569 +  else CompleteSave(pof,"Edge/OF__OFFitonly_"+prefix.str(),false,false);
570 +  delete pof;
571 +    
572    if(resultOF->covQual()!=3) {
573      write_error(__FUNCTION__,"OF fit did not converge!!! Cannot continue!");
574 <    cout << "covQual is " << resultOF->covQual() << endl;
575 <    EdgeFitter::FixedMEdgeChi2=-1;
574 >    dout << "covQual is " << resultOF->covQual() << endl;
575 >    if(EdgeFitter::AllowTriangle) EdgeFitter::FixedMEdgeChi2_H1=-1;
576 >    else EdgeFitter::FixedMEdgeChi2_H0=-1;
577      if(EdgeFitter::RejectPointIfNoConvergence) return;
578    } else {
579      write_info(__FUNCTION__,"OF fit converged");
580    }
459
460  RooRealVar* resultOFpar1_ = (RooRealVar*) resultOF->floatParsFinal().find("par1ttbarOF");
461  float resultOFpar1 = resultOFpar1_->getVal();
462  //RooRealVar* resultOFpar2_ = (RooRealVar*) resultOF->floatParsFinal().find("par2ttbarOF");
463  //float resultOFpar2 = resultOFpar2_->getVal();
464  //cout << "caca2.txt" << endl;
465
466  RooRealVar* resultOFpar3_ = (RooRealVar*) resultOF->floatParsFinal().find("par3ttbarOF");
467  float resultOFpar3 = resultOFpar3_->getVal();
468
469  //RooRealVar* resultOFpar4_ = (RooRealVar*) resultOF->floatParsFinal().find("par4ttbarOF");
470  //float resultOFpar4 = resultOFpar4_->getVal();
471  //cout << "caca4.txt" << endl;
581    
582    float StartingMedge=70;
583    if(EdgeFitter::FixedMEdge>0) StartingMedge=EdgeFitter::FixedMEdge;
584  
585  
586 +  RooDataSet *ZDataSet = (RooDataSet*)EdgeFitter::AllData->reduce("id1==id2 && abs(mll-91.2)<20");
587 +
588 +  float maxZ = ZDataSet->sumEntries();
589 +  dout << "maxZ was set to " << maxZ << endl;
590 +  delete ZDataSet;
591 +  
592 +  
593    // Now same flavor  
594 <  RooRealVar fzSF("fzSF", "fzSF", 5, 0, 100000);
594 >  RooRealVar fzSF("fzSF", "fzSF", 39, 39, maxZ);
595    RooRealVar meanzSF("meanzSF", "meanzSF", 91.1876, 89, 95);
596    //RooRealVar sigmazSF("sigmazSF", "sigmazSF", 0.5);
597    RooRealVar sigmazSF("sigmazSF", "sigmazSF", 5, 0.5, 5);
598    RooRealVar widthzSF("widthzSF", "widthzSF", 2.94);
599 +  widthzSF.setConstant(1);
600 +  
601 +  RooRealVar fttbarSFx("fttbarSFx","fttbarSFx",0.2,1.8);
602 +  RooRealVar mRsfof("mRsfof","mRsfof",1.02);
603 +  RooRealVar wRsfof("wRsfof","wRsfof",0.07);
604    
605 <  RooRealVar fttbarSF("fttbarSF", "fttbarSF", 100, 0, 100000);
606 <  RooRealVar par1ttbarSF("par1ttbarSF", "par1ttbarSF", 1.02*resultOFpar1, 0, 100);
607 <  RooRealVar par2ttbarSF("par2ttbarSF", "par2ttbarSF", 1.0);
608 <  RooRealVar par3ttbarSF("par3ttbarSF", "par3ttbarSF", resultOFpar3, 0, 100);
488 <  RooRealVar par4ttbarSF("par4ttbarSF", "par4ttbarSF", 2.0);
605 >  RooGaussian RSFOF("RSFOF","RSFOF",fttbarSFx,mRsfof,wRsfof);
606 >  RooProdPdf fttbarSF("fttbarSF","fttbarOF*RSFOF",RooArgList(RSFOF,fttbarOF));
607 >  
608 >  RooRealVar par1ttbarSF("par1ttbarSF", "par1ttbarSF", 1.02*par1ttbarOF.getVal(), (1.02-0.07)*par1ttbarOF.getVal(), (1.02+0.07)*par1ttbarOF.getVal());
609  
610 <  RooRealVar fsignalSF("fsignalSF", "fsignalSF", 10, 0, 300);
610 >  RooRealVar fsignalSF("fsignalSF", "fsignalSF", 0, 0, 300);
611    RooRealVar par1signalSF("par1signalSF", "par1signalSF", 45, 20, 100);
612    RooRealVar par2signalSF("par2signalSF", "par2signalSF", 2, 1, 10);
613    RooRealVar par3signalSF("par3signalSF", "par3signalSF", StartingMedge, 0, 300);
# Line 496 | Line 616 | void EdgeFitter::DoFit(int is_data, floa
616  
617    if(EdgeFitter::FixedMEdge>0) par3signalSF.setConstant();
618    
619 < /*  par1ttbarOF.setConstant(1);
500 <  par2ttbarOF.setConstant(1);
501 <  par3ttbarOF.setConstant(1);
502 <  par4ttbarOF.setConstant(1);
503 <  fttbarOF.setConstant(1);*/
504 <  
505 <  RooSUSYBkgPdf ttbarSF("ttbarSF","ttbarSF", mll , par1ttbarSF, par2ttbarSF, par3ttbarSF, par4ttbarSF);
506 <  //RooSUSYTPdf signalSF("signalSF","signalSF", mll , par1signalSF, par2signalSF, par3signalSF);
619 >  RooSUSYBkgPdf ttbarSF("ttbarSF","ttbarSF", mll , par1ttbarSF, par2ttbarOF, par3ttbarOF, par4ttbarOF);
620    RooSUSYTPdf signalSF("signalSF","signalSF", mll , par1signalSF, sigmazSF, par3signalSF);
508  
509 /*  par1ttbarSF.setConstant(true);
510  par2ttbarSF.setConstant(true);
511  par3ttbarSF.setConstant(true);
512  par4ttbarSF.setConstant(true);*/
513  
621  
515  //RooAddPdf model_SF("model_SF","model_SF", RooArgList(zSF, ttbarSF, signalSF), RooArgList(fzSF, fttbarSF, fsignalSF));
622    RooAddPdf model_SF("model_SF","model_SF", RooArgList(zSF, ttbarSF, signalSF), RooArgList(fzSF, fttbarSF, fsignalSF));
623 <  RooAddPdf model_OF("model_OF","model_OF", RooArgList(ttbarSF), RooArgList(fttbarSF));
624 <
623 >  
624 >  
625 >  if(!EdgeFitter::AllowTriangle) {
626 >    fsignalSF.setVal(0.0); // kill off the signal if we don't want the triangle
627 >    fsignalSF.setConstant(1);
628 >    par2signalSF.setConstant(1);
629 >    par3signalSF.setConstant(1);
630 >  }
631    
632    RooSimultaneous simPdf("simPdf","simultaneous pdf",sample) ;
633    simPdf.addPdf(model_SF,"SF") ;
634    simPdf.addPdf(model_OF,"OF") ;
635  
636 +  
637    RooFitResult *result = simPdf.fitTo(combData, RooFit::Save(), RooFit::Extended(),RooFit::Minos(true));
638    
639    if(result->covQual()!=3) {
640      write_error(__FUNCTION__,"Full fit did not converge!!! Cannot continue!");
641 <    cout << "covQual is " << result->covQual() << endl;
642 <    EdgeFitter::FixedMEdgeChi2=-1;
641 >    dout << "covQual is " << result->covQual() << endl;
642 >    if(EdgeFitter::AllowTriangle) EdgeFitter::FixedMEdgeChi2_H1=-1;
643 >    else EdgeFitter::FixedMEdgeChi2_H0=-1;
644      if(EdgeFitter::RejectPointIfNoConvergence) return;
645    } else {
646      write_info(__FUNCTION__,"Full fit converged");
647    }
648  
649 < //  result->Print();
649 >  dout << "============================= < Full results > =============================" << endl;
650 >  result->Print();
651 >  dout << "============================= < /Full results > =============================" << endl;
652 >
653    
654    RooPlot* frame1 = mll.frame(RooFit::Bins(int((mllmax-mllmin)/5.0)),RooFit::Title("EE sample")) ;
655    frame1->GetXaxis()->CenterTitle(1);
# Line 541 | Line 658 | void EdgeFitter::DoFit(int is_data, floa
658    simPdf.plotOn(frame1,RooFit::Slice(sample,"SF"),RooFit::Name("FullFit"),RooFit::ProjWData(sample,combData), RooFit::LineColor(kBlack)) ;
659    simPdf.plotOn(frame1,RooFit::Slice(sample,"SF"),RooFit::Name("TTbarSFonly"),RooFit::Components("ttbarSF"),RooFit::ProjWData(sample,combData),RooFit::LineStyle(kDashed)) ;
660    simPdf.plotOn(frame1,RooFit::Slice(sample,"SF"),RooFit::Name("DYSFonly"),RooFit::Components("zSF"), RooFit::ProjWData(sample, combData), RooFit::LineStyle(kDashed), RooFit::LineColor(kRed));
661 <  simPdf.plotOn(frame1,RooFit::Slice(sample,"SF"),RooFit::Name("SignalSFonly"),RooFit::Components("signalSF"), RooFit::ProjWData(sample, combData), RooFit::LineStyle(kDashed), RooFit::LineColor(kGreen));
545 <  
546 <  EdgeFitter::FixedMEdgeChi2 = frame1->chiSquare("FullFit", "SFdata", 3);
547 <  
661 >  if(EdgeFitter::AllowTriangle) simPdf.plotOn(frame1,RooFit::Slice(sample,"SF"),RooFit::Name("SignalSFonly"),RooFit::Components("signalSF"), RooFit::ProjWData(sample, combData), RooFit::LineStyle(kDashed), RooFit::LineColor(kGreen));  
662    
663 <  cout << "Result   : " << endl;
664 <  cout << "f signal : " << fsignalSF.getVal() << " +/- " << fsignalSF.getError() << endl;
665 <  cout << "f ttbar  : " << fttbarSF.getVal() << " +/- " << fttbarSF.getError() << endl;
666 <  cout << "f tt OF  : " << fttbarOF.getVal() << " +/- " << fttbarOF.getError() << endl;
667 <  cout << "f z SF   : " << fzSF.getVal() << " +/- " << fzSF.getError() << endl;
668 <  cout << "#Chi^{2}/NDF     : " << EdgeFitter::FixedMEdgeChi2 << endl;
663 >  if(EdgeFitter::AllowTriangle) EdgeFitter::FixedMEdgeChi2_H1=frame1->chiSquare("FullFit", "SFdata", 3);
664 >  else EdgeFitter::FixedMEdgeChi2_H0=frame1->chiSquare("FullFit", "SFdata", 3);
665 >
666 >  dout << "Result   : " << endl;
667 >  if(EdgeFitter::AllowTriangle) dout << "f signal : " << fsignalSF.getVal() << " +/- " << fsignalSF.getError() << endl;
668 > //  dout << "f ttbar  : " << fttbarSF.getVal() << " +/- " << fttbarSF.getError() << endl;
669 >  dout << "f ttbar  : " << fttbarSF.getVal() << " +/- NO ERROR CUZ ITS A PDF "<< endl;
670 >  dout << "f tt OF  : " << fttbarOF.getVal() << " +/- " << fttbarOF.getError() << endl;
671 >  dout << "f z SF   : " << fzSF.getVal() << " +/- " << fzSF.getError() << endl;
672 >  if(EdgeFitter::AllowTriangle) dout << "#Chi^{2}/NDF     : " << EdgeFitter::FixedMEdgeChi2_H1 << endl;
673 >  else dout << "#Chi^{2}/NDF     : " << EdgeFitter::FixedMEdgeChi2_H0 << endl;
674    
675    // The same plot for the cointrol sample slice
676    RooPlot* frame3 = mll.frame(RooFit::Bins(int((mllmax-mllmin)/5.0)),RooFit::Title("OF sample")) ;
# Line 559 | Line 678 | void EdgeFitter::DoFit(int is_data, floa
678    frame3->GetYaxis()->CenterTitle(1);
679    frame3->SetMaximum(frame1->GetMaximum());
680    combData.plotOn(frame3,RooFit::Cut("sample==sample::OF")) ;
681 <  simPdfOF.plotOn(frame3,RooFit::Slice(sample,"OF"),RooFit::ProjWData(sample,combData), RooFit::LineColor(kBlack)) ;
682 <  simPdfOF.plotOn(frame3,RooFit::Slice(sample,"OF"),RooFit::Components("ttbarOF"),RooFit::ProjWData(sample,combData),RooFit::LineStyle(kDashed)) ;
564 <  
565 <  
566 <  stringstream prefix;
567 <  if(is_data==data) prefix << "data_";
568 <  if(is_data==mc) prefix << "mc_";
569 <  if(is_data==mcwithsignal) prefix << "mcwithS_";
570 <  
571 <  prefix << EdgeFitter::Mode << "_" << jzb_cut;
572 <  
681 >  simPdf.plotOn(frame3,RooFit::Slice(sample,"OF"),RooFit::ProjWData(sample,combData), RooFit::LineColor(kBlack)) ;
682 >  simPdf.plotOn(frame3,RooFit::Slice(sample,"OF"),RooFit::Components("ttbarOF"),RooFit::ProjWData(sample,combData),RooFit::LineStyle(kDashed)) ;
683    
684    
685    TCanvas* c = new TCanvas("rf501_simultaneouspdf","rf403_simultaneouspdf") ;
# Line 581 | Line 691 | void EdgeFitter::DoFit(int is_data, floa
691    else DrawPrelim(PlottingSetup::luminosity,true);
692    stringstream infotext;
693    infotext << "#splitline{Fit results (" << EdgeFitter::Mode << ">" << jzb_cut << "): }{#splitline{";
694 <  infotext << "N(Data) = " << EdgeFitter::SFSample->numEntries() << "}{#splitline{";
694 >  infotext << "N(Data) = " << EdgeFitter::SFSample->sumEntries() << "}{#splitline{";
695    infotext << "N(Z+Jets) = " << WriteWithError(fzSF.getVal(),fzSF.getError(),3) << "}{#splitline{";
696 <  infotext << "N(t#bar{t}) = " << WriteWithError(fttbarSF.getVal(),fttbarSF.getError(),3) << "}{#splitline{";
697 <  infotext << "N(signal) = " << WriteWithError(fsignalSF.getVal(),fsignalSF.getError(),3) << "}{";
698 <  infotext << "m_{edge} = " << WriteWithError(par3signalSF.getVal(),par3signalSF.getError(),3) << "}}}}}";  
696 >  //infotext << "N(t#bar{t}) = " << WriteWithError(fttbarSF.getVal(),fttbarSF.getError(),3) << "}{#splitline{";
697 >  infotext << "N(t#bar{t}) = " << WriteWithError(fttbarSF.getVal(),0,3) << "}{#splitline{";
698 >  write_warning(any2string(__LINE__),"Don't have the error yet, need to complete this");
699 >  if(EdgeFitter::AllowTriangle) {
700 >    infotext << "N(signal) = " << WriteWithError(fsignalSF.getVal(),fsignalSF.getError(),3) << "}{";
701 >    infotext << "m_{edge} = " << WriteWithError(par3signalSF.getVal(),par3signalSF.getError(),3) << "}}}}}";  
702 >  } else infotext << "}{}}}}}";  
703  
704    TLatex *infobox = new TLatex(0.57,0.75,infotext.str().c_str());
705    infobox->SetNDC();
# Line 648 | Line 762 | void EdgeFitter::DoEdgeFit(string mcjzb,
762    
763    EdgeFitter::PrepareDatasets(is_data);
764    
765 +  EdgeFitter::DrawDatasetContent(is_data);
766 +  
767    RooFit::MsgLevel msglevel = RooMsgService::instance().globalKillBelow();
768    RooMsgService::instance().setGlobalKillBelow(RooFit::FATAL);
769    
770    
655  bool ScanMassRange=false;
771    
772 +  EdgeFitter::AllowTriangle=false;
773 +  EdgeFitter::DoFit(is_data, jzb_cut);
774 +  
775 +  write_info(__FUNCTION__,"TAKING SHORTCUT");return;
776 +  
777 +  EdgeFitter::AllowTriangle=true;
778 +  
779 +  bool ScanMassRange=false;
780 +  float ScanSteps=5.0;//GeV
781    
782    
783    if(ScanMassRange) {
784      TFile *fscan = new TFile("fscan.root","UPDATE");
785      TGraph *gr = new TGraph();
786 +    TGraph *Rgr = new TGraph();
787      stringstream GrName;
788      GrName << "ScanGraphFor_" << EdgeFitter::Mode << "_" << jzb_cut;
789 +    stringstream RGrName;
790 +    RGrName << "ScanRatioGraphFor_" << EdgeFitter::Mode << "_" << jzb_cut;
791      gr->SetName(GrName.str().c_str());
792 +    Rgr->SetName(RGrName.str().c_str());
793  
794      int i=0;
795 <    for(float tempMedge=10;tempMedge<=300;tempMedge+=5.0) {
795 >    for(float tempMedge=10;tempMedge<=300;tempMedge+=ScanSteps) {
796        write_info(__FUNCTION__,"Now testing Medge="+any2string(tempMedge)+" for "+EdgeFitter::Mode+">"+any2string(jzb_cut));
797        EdgeFitter::FixedMEdge=tempMedge;
798        EdgeFitter::DoFit(is_data, jzb_cut);
799 <      if(EdgeFitter::FixedMEdgeChi2<0) continue;
800 <      gr->SetPoint(i,tempMedge,EdgeFitter::FixedMEdgeChi2);
799 >      if(EdgeFitter::FixedMEdgeChi2_H1<0) continue;
800 >      gr->SetPoint(i,tempMedge,EdgeFitter::FixedMEdgeChi2_H1);
801 >      Rgr->SetPoint(i,tempMedge,EdgeFitter::FixedMEdgeChi2_H1/EdgeFitter::FixedMEdgeChi2_H0);
802        i++;
803      }
804      
# Line 688 | Line 817 | void EdgeFitter::DoEdgeFit(string mcjzb,
817      if(is_data) DrawPrelim();
818      else DrawMCPrelim();
819      CompleteSave(ScanCan,ScanCanSave.str());
820 +
821 +    Rgr->GetXaxis()->SetTitle("m_{edge}");
822 +    Rgr->GetXaxis()->CenterTitle();
823 +    Rgr->GetYaxis()->SetTitle("#Chi^{2} / NDF");
824 +    Rgr->GetYaxis()->CenterTitle();
825 +    Rgr->GetYaxis()->SetTitleOffset(0.95);
826 +    Rgr->GetXaxis()->SetTitleOffset(0.9);
827 +    Rgr->SetLineColor(kBlue);
828 +    Rgr->SetTitle("");
829 +    Rgr->Draw("AL");
830 +    ScanCanSave.str("");
831 +    ScanCanSave << "Edge/MEdgeScan_Ratio_"+EdgeFitter::Mode+"_" << jzb_cut;
832 +    if(is_data) DrawPrelim();
833 +    else DrawMCPrelim();
834 +    CompleteSave(ScanCan,ScanCanSave.str());
835      fscan->cd();
836      gr->Write();
837      delete ScanCan;
838      fscan->Close();
839    } else {
840      EdgeFitter::DoFit(is_data, jzb_cut);
841 +    dout << "Chi^2 (H0) = " << EdgeFitter::FixedMEdgeChi2_H0 << endl;
842 +    dout << "Chi^2 (H1) = " << EdgeFitter::FixedMEdgeChi2_H1 << endl;
843    }
844    
699      
700  
845    
702  EdgeFitter::DoFit(is_data, jzb_cut);
846    RooMsgService::instance().setGlobalKillBelow(msglevel);
847  
705
848    f->Close();
849  
850   }

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