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Comparing UserCode/cbrown/Development/Plotting/Modules/EdgeLimit.C (file contents):
Revision 1.5 by buchmann, Wed Jun 27 08:53:23 2012 UTC vs.
Revision 1.23 by buchmann, Thu Jun 20 13:16:43 2013 UTC

# Line 1 | Line 1
1   #include <iostream>
2  
3 +
4 +
5 + #include <TVirtualIndex.h>
6 +
7   #include <RooRealVar.h>
8   #include <RooArgSet.h>
9   #include <RooDataSet.h>
# Line 7 | 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 23 | Line 29
29   #include "RooStats/HypoTestInverterOriginal.h"
30  
31   //#include "ParametrizedEdge.C"
32 < #include "/shome/pablom/RooFit/Pdfs/RooSUSYTPdf.cxx"
33 < #include "/shome/pablom/RooFit/Pdfs/RooSUSYBkgPdf.cxx"
32 > #include "EdgeModules/RooSUSYTPdf.cxx"
33 > #include "EdgeModules/RooSUSYBkgPdf.cxx"
34  
35 + #include "md5/md5.h"
36 + #include "md5/md5.C"
37  
38   using namespace std;
39   using namespace PlottingSetup;
# Line 51 | Line 59 | namespace EdgeFitter {
59    
60    void DoEdgeFit(string mcjzb, string datajzb, float DataPeakError, float MCPeakError, float jzb_cut, int icut, int is_data, TCut cut, TTree*);
61    void DoEdgeFit(string mcjzb, string datajzb, float DataPeakError, float MCPeakError, vector<float> jzb_cut, int is_data, TCut cut, TTree*);
62 <  void getMedianLimit(RooWorkspace *ws,vector<RooDataSet*> theToys,float &median,float &sigmaDown, float &sigmaUp, float &twoSigmaDown, float &twoSigmaUp);
62 >  void getMedianLimit(RooWorkspace *ws,vector<RooDataSet> theToys,float &median,float &sigmaDown, float &sigmaUp, float &twoSigmaDown, float &twoSigmaUp);
63    void InitializeVariables(float _mllmin, float _mllmax, float _jzbmax, TCut _cut);
64    void PrepareDatasets(int);
65 +  void DrawDatasetContent(int);
66    void DoFit(int is_data, float jzb_cut);
67    string RandomStorageFile();
68    Yield Get_Z_estimate(float,int);
69    Yield Get_T_estimate(float,int);
70 <  float calcExclusion(RooWorkspace *ws, RooDataSet *data = NULL);
71 <  void prepareLimits(RooWorkspace *ws);
63 <  vector<RooDataSet*> generateToys(RooWorkspace *ws, int nToys);
70 >  float calcExclusion(RooWorkspace *ws, RooDataSet data, bool calcExclusion);
71 >  vector<RooDataSet> generateToys(RooWorkspace *ws, int nToys);
72    void prepareLimits(RooWorkspace *ws, bool ComputeBands);
73    TGraph* prepareLM(float mass, float nEv);
74    
# Line 70 | Line 78 | namespace EdgeFitter {
78    TCut cut;
79    
80    RooDataSet* AllData;
81 <  RooDataSet* eeSample;
82 <  RooDataSet* mmSample;
83 <  RooDataSet* emSample;
81 >  RooDataSet* SFSample;
82 >  RooDataSet* OFSample;
83 >  
84 >  bool MarcoDebug=true;
85 >  
86 >  float FixedMEdge=-1;
87 >  float FixedMEdgeChi2_H1=-1;
88 >  float FixedMEdgeChi2_H0=-1;
89    
90 <  bool MarcoDebug;
90 >  bool RejectPointIfNoConvergence=false;
91 >  
92 >  string Mode="UndefinedMode";
93 >  
94 >  bool AllowTriangle=true;
95   }
96  
97   TGraph* EdgeFitter::prepareLM(float mass, float nEv) {
# Line 93 | Line 110 | TGraph* EdgeFitter::prepareLM(float mass
110    return lm;
111   }
112  
113 < vector<RooDataSet*> EdgeFitter::generateToys(RooWorkspace *ws, int nToys) {
113 > vector<RooDataSet> EdgeFitter::generateToys(RooWorkspace *ws, int nToys) {
114 >  ws->ls();
115    ws->var("nSig")->setVal(0.);
116    ws->var("nSig")->setConstant(true);
117    RooFitResult* fit = ws->pdf("combModel")->fitTo(*ws->data("data_obs"),RooFit::Save());
118 <  vector<RooDataSet*> theToys;
118 >  vector<RooDataSet> theToys;
119    
120    RooMCStudy mcEE(*ws->pdf("combModel"),RooArgSet(*ws->var("inv")),RooFit::Slice(*ws->cat("cat"),"EE"));
121    mcEE.generate(nToys,44,true);
# Line 106 | Line 124 | vector<RooDataSet*> EdgeFitter::generate
124    RooMCStudy mcOSOF(*ws->pdf("combModel"),RooArgSet(*ws->var("inv")),RooFit::Slice(*ws->cat("cat"),"OSOF"));
125    mcOSOF.generate(nToys,44,true);
126    
127 <  RooRealVar mll("mll","mll",mllmin,mllmax,"GeV/c^{2}");
127 >  RooRealVar mll("m_{ll}","m_{ll}",mllmin,mllmax,"GeV/c^{2}");
128    RooRealVar id1("id1","id1",0,1,"GeV/c^{2}");
129    RooRealVar id2("id2","id2",0,1,"GeV/c^{2}");
130    RooRealVar jzb("jzb","jzb",-jzbmax,jzbmax,"GeV/c");
# Line 120 | Line 138 | vector<RooDataSet*> EdgeFitter::generate
138      stringstream toyname;
139      toyname << "theToy_" << i;
140      write_warning(__FUNCTION__,"Problem while adding toys");
141 < //    RooDataSet *toyData = RooDataSet(toyname.str(),toyname.str(),observables,RooFit::Index(ws->cat("cat")),RooFit::Import("OSOF",*toyOSOF),RooFit::Import("EE",*toyEE),RooFit::Import("MM",*toyMM));
142 < //    theToys.push_back(toyData);
141 >    RooDataSet toyData = RooDataSet(toyname.str().c_str(),toyname.str().c_str(),observables,RooFit::Index(const_cast<RooCategory&>(*ws->cat("cat"))),RooFit::Import("OSOF",*toyOSOF),RooFit::Import("EE",*toyEE),RooFit::Import("MM",*toyMM));
142 >    theToys.push_back(toyData);
143    }
144    ws->var("nSig")->setVal(17.0);
145    ws->var("nSig")->setConstant(false);
146    return theToys;
147   }
148  
149 < void EdgeFitter::getMedianLimit(RooWorkspace *ws,vector<RooDataSet*> theToys,float &median,float &sigmaDown, float &sigmaUp, float &twoSigmaDown, float &twoSigmaUp) {
149 > void EdgeFitter::getMedianLimit(RooWorkspace *ws,vector<RooDataSet> theToys,float &median,float &sigmaDown, float &sigmaUp, float &twoSigmaDown, float &twoSigmaUp) {
150    TH1F *gauLimit = new TH1F("gausLimit","gausLimit",60,0.,80./PlottingSetup::luminosity);
151    vector<float> theLimits;
152 <  for(int itoy=0;itoy<theToys.size();itoy++) {
153 <    float theLimit = calcExclusion(ws,theToys[itoy]);
152 >  for(int itoy=0;itoy<(int)theToys.size();itoy++) {
153 >    float theLimit = calcExclusion(ws,theToys[itoy],false);
154      if(theLimit > 0 ) gauLimit->Fill(theLimit);
155    }
156    const Int_t nQ = 4;
# Line 145 | Line 163 | void EdgeFitter::getMedianLimit(RooWorks
163    sigmaDown = abs(yQ[1]-median);
164    sigmaUp = abs(yQ[2]-median);
165    twoSigmaUp = abs(yQ[3]-median);
166 <  cout << median * PlottingSetup::luminosity << " " << sigmaUp * PlottingSetup::luminosity << endl;
166 >  dout << median * PlottingSetup::luminosity << " " << sigmaUp * PlottingSetup::luminosity << endl;
167   }
168  
169   void EdgeFitter::prepareLimits(RooWorkspace *ws, bool ComputeBands) {
170    if(ComputeBands) {
171 <    vector<RooDataSet*> theToys = EdgeFitter::generateToys(ws,50);
171 >    vector<RooDataSet> theToys = EdgeFitter::generateToys(ws,50);
172      vector<float> medVals;
173      vector<float> medLimits;
174      vector<float> sigmaLimitsDown;
# Line 179 | Line 197 | void EdgeFitter::prepareLimits(RooWorksp
197        theVals.push_back((float)i);
198        ws->var("m0")->setVal((float)i);
199        ws->var("m0")->setConstant(true);
200 <      theLimits.push_back(calcExclusion(ws));
200 > //      theLimits.push_back(calcExclusion(ws,(RooDataSet)*ws->data("data_obs"),true));
201 >      write_error(__FUNCTION__,"Error while casting roo data set");
202      }
203      
204 <    for(int i=0;i<theLimits.size();i++) {
204 >    for(int i=0;i<(int)theLimits.size();i++) {
205        if((theLimits[i]<2.0/PlottingSetup::luminosity)||(theLimits[i]>40.0/PlottingSetup::luminosity)) {
206 <        cout << i << " : " << theVals[i] << endl;
206 >        dout << i << " : " << theVals[i] << endl;
207          theLimits[i] = (theLimits[i+2]+theLimits[i-2])/2.0;
208          write_warning(__FUNCTION__,"Need to store limits");
209        }
# Line 194 | Line 213 | void EdgeFitter::prepareLimits(RooWorksp
213   }
214    
215  
216 < float EdgeFitter::calcExclusion(RooWorkspace *ws, RooDataSet *data) {
216 > float EdgeFitter::calcExclusion(RooWorkspace *ws, RooDataSet data, bool LoadDataObs) {
217 >  int numberOfToys=50;
218    RooRealVar mu("mu","nSig",0,10000,"");
219    RooArgSet poi = RooArgSet(mu);
220    RooArgSet *nullParams = (RooArgSet*)poi.snapshot();
# Line 203 | Line 223 | float EdgeFitter::calcExclusion(RooWorks
223    model->SetWorkspace(*ws);
224    model->SetPdf("combModel");
225    model->SetParametersOfInterest(poi);
226 <  if(!data) data = (RooDataSet*)ws->data("data_obs");
226 > //  if(LoadDataObs) data = (RooDataSet)*ws->data("data_obs");
227  
228 <  RooStats::ProfileLikelihoodCalculator plc(*data, *model);
228 >  RooStats::ProfileLikelihoodCalculator plc(data, *model);
229    plc.SetNullParameters(*nullParams);
230    plc.SetTestSize(0.05);
231 +  
232    RooStats::LikelihoodInterval* interval = plc.GetInterval();
233    RooStats::HypoTestResult *htr = plc.GetHypoTest();
234    double theLimit = interval->UpperLimit( mu );
235 <  cout << "Significance " << htr->Significance() << endl;
235 > //  double significance = htr->Significance();
236    
237    ws->defineSet("obs","nB");
238    ws->defineSet("poi","nSig");
# Line 235 | Line 256 | float EdgeFitter::calcExclusion(RooWorks
256    slrts.SetAltParameters(*sb_model.GetSnapshot());
257    RooStats::ProfileLikelihoodTestStat profll = RooStats::ProfileLikelihoodTestStat(*b_model.GetPdf());
258    
259 <  RooStats::HybridCalculatorOriginal hc = RooStats::HybridCalculatorOriginal(*data, sb_model, b_model,0,0);
259 >  RooStats::HybridCalculatorOriginal hc = RooStats::HybridCalculatorOriginal(data, sb_model, b_model,0,0);
260    hc.SetTestStatistic(2);
261 <  hc.SetNumberOfToys(50);
261 >  hc.SetNumberOfToys(numberOfToys);
262    
263    RooStats::HypoTestInverterOriginal hcInv =  RooStats::HypoTestInverterOriginal(hc,*ws->var("nSig"));
264    hcInv.SetTestSize(0.05);
# Line 246 | Line 267 | float EdgeFitter::calcExclusion(RooWorks
267    RooStats::HypoTestInverterResult* hcInt = hcInv.GetInterval();
268    float ulError = hcInt->UpperLimitEstimatedError();
269    theLimit = hcInt->UpperLimit();
270 <  cout << "Found upper limit : " << theLimit << "+/-" << ulError << endl;
270 >  dout << "Found upper limit : " << theLimit << "+/-" << ulError << endl;
271    
272    return theLimit/PlottingSetup::luminosity;
273    
274   }
275  
276 + string GetSkimName(int isample) {
277 +  return removefunnystring(allsamples.collection[isample].filename);
278 + }
279 +
280   TTree* SkimTree(int isample) {
281 <  TTree* newTree = allsamples.collection[isample].events->CloneTree(0);
281 >  string TreeName = GetSkimName(isample);
282 >  cout << "About to skim " << TreeName << " for sample id " << isample << endl;
283 >  TTree* newTree = new TTree(TreeName.c_str(),TreeName.c_str());
284 >  
285 >  float mll,edgeWeight;
286 >  int id1,id2;
287 >  
288 >  newTree->Branch("edgeWeight",&edgeWeight,"edgeWeight/F");
289 >  newTree->Branch("mll",&mll,"mll/F");
290 >  newTree->Branch("id1",&id1,"id1/I");
291 >  newTree->Branch("id2",&id2,"id2/I");
292 >  newTree->Branch("isample",&isample,"isample/I");
293 >  
294    float xsweight=1.0;
295    if(allsamples.collection[isample].is_data==false) xsweight=luminosity*allsamples.collection[isample].weight;
296    if(EdgeFitter::MarcoDebug) {
297 <    cout << "   Original tree contains " << allsamples.collection[isample].events->GetEntries() << endl;
298 <    cout << "   Going to reduce it with cut " << EdgeFitter::cut << endl;
297 >    dout << "   Going to reduce it with cut " << EdgeFitter::cut << endl;
298 >    dout << "   Original tree contains " << allsamples.collection[isample].events->GetEntries() << endl;
299    }
300 +  
301 +  float tmll;
302 +  int tid1,tid2;
303 +  allsamples.collection[isample].events->SetBranchAddress("mll",&tmll);
304 +  allsamples.collection[isample].events->SetBranchAddress("id1",&tid1);
305 +  allsamples.collection[isample].events->SetBranchAddress("id2",&tid2);
306 +  
307    TTreeFormula *select = new TTreeFormula("select", EdgeFitter::cut, allsamples.collection[isample].events);
308 +  TTreeFormula *Weight = new TTreeFormula("Weight", cutWeight, allsamples.collection[isample].events);
309 +  
310    float wgt=1.0;
265  allsamples.collection[isample].events->SetBranchAddress(cutWeight,&wgt);
311    for (Int_t entry = 0 ; entry < allsamples.collection[isample].events->GetEntries() ; entry++) {
312     allsamples.collection[isample].events->LoadTree(entry);
313     if (select->EvalInstance()) {
314       allsamples.collection[isample].events->GetEntry(entry);
315 <     wgt=wgt*xsweight;
315 >     mll=tmll;
316 >     id1=tid1;
317 >     id2=tid2;
318 >     wgt=Weight->EvalInstance();
319 >     edgeWeight=wgt*xsweight;
320       newTree->Fill();
321     }
322    }
323    
324 <  if(EdgeFitter::MarcoDebug) cout << "     Reduced tree contains " << newTree->GetEntries() << " entries " << endl;
324 >  if(EdgeFitter::MarcoDebug) dout << "   Reduced tree contains " << newTree->GetEntries() << " entries " << endl;
325    return newTree;
326   }
327  
# Line 282 | Line 331 | void EdgeFitter::InitializeVariables(flo
331    jzbmax=_jzbmax;
332    cut=_cut;
333   }
334 <  
334 >
335 > TTree* MergeTrees(vector<TTree*> trees) {
336 >  assert(trees.size()>0);
337 >  TTree * newtree = (TTree*)trees[0]->CloneTree(0);
338 >  newtree->SetTitle("FullTree");
339 >  newtree->SetName("FullTree");
340 >  trees[0]->GetListOfClones()->Remove(newtree);
341 >  trees[0]->ResetBranchAddresses();
342 >  newtree->ResetBranchAddresses();
343 >  
344 >  for(int itree=0;itree<trees.size();itree++) {
345 >    newtree->CopyAddresses(trees[itree]);
346 >    Long64_t nentries = trees[itree]->GetEntries();
347 >    for (Long64_t iEntry=0;iEntry<nentries;iEntry++) {
348 >      trees[itree]->GetEntry(iEntry);
349 >      newtree->Fill();
350 >    }
351 >    trees[itree]->ResetBranchAddresses(); // Disconnect from new tree
352 >    if (newtree->GetTreeIndex()) {
353 >      newtree->GetTreeIndex()->Append(trees[itree]->GetTreeIndex(),kTRUE);
354 >    }
355 >    if (newtree && newtree->GetTreeIndex()) {
356 >      newtree->GetTreeIndex()->Append(0,kFALSE); // Force the sorting
357 >    }
358 >  }
359 >  return newtree;
360 > }
361 >    
362 >      
363 >
364   void EdgeFitter::PrepareDatasets(int is_data) {
287  TTree *completetree;
365    write_warning(__FUNCTION__,"Need to make this function ready for scans as well (use signal from scan samples)");
366 <  bool hashit=0;
367 <  for(int isample=0;isample<allsamples.collection.size();isample++) {
366 >  
367 >  ensure_directory_exists(PlottingSetup::cbafbasedir+"/EdgeCache/");
368 >  
369 >  stringstream FileName;
370 >  FileName << PlottingSetup::cbafbasedir << "/EdgeCache/" << md5((const char*)cut) << ".root";
371 >  
372 >  TFile *fEdgeCache = new TFile(FileName.str().c_str(),"UPDATE");
373 >  if(fEdgeCache->GetNkeys()==0) {
374 >    ofstream CacheOverview;
375 >    CacheOverview.open((PlottingSetup::cbafbasedir+"/EdgeCache/CacheOverview").c_str(),ios::app);
376 >    CacheOverview << md5((const char*)cut) << ";" << (const char*) cut << endl;
377 >    CacheOverview.close();
378 >  }
379 >  
380 >  vector<TTree*> SkimmedTrees;
381 >  TTree *SkimmedTree[(int)allsamples.collection.size()];
382 >  for(int isample=0;isample<(int)allsamples.collection.size();isample++) {
383      if(!allsamples.collection[isample].is_active) continue;
384      if(is_data==1&&allsamples.collection[isample].is_data==false) continue;//kick all samples that aren't data if we're looking for data.
385      if(is_data==1&&allsamples.collection[isample].is_data==false) continue;//kick all samples that aren't data if we're looking for data.
386      if(is_data!=1&&allsamples.collection[isample].is_data==true) continue;//kick all data samples when looking for MC
387      if(is_data!=2&&allsamples.collection[isample].is_signal==true) continue;//remove signal sample if we don't want it.
388 <    if(EdgeFitter::MarcoDebug) cout << "Considering : " << allsamples.collection[isample].samplename << endl;
389 <    if(!hashit) {
390 <      hashit=true;
391 <      completetree = SkimTree(isample)->CloneTree();
388 >    if(EdgeFitter::MarcoDebug) dout << "Considering : " << allsamples.collection[isample].samplename << endl;
389 >    
390 >    string SkimName = GetSkimName(isample);
391 >    SkimmedTree[isample] = (TTree*)fEdgeCache->Get(SkimName.c_str());
392 >    if(!SkimmedTree[isample]) {
393 >      dout << "Need to generate tree for " << allsamples.collection[isample].filename << endl;
394 >      SkimmedTree[isample] = SkimTree(isample);
395 >      fEdgeCache->cd();
396 >      SkimmedTree[isample]->Write();
397      } else {
398 <      completetree->CopyEntries(SkimTree(isample));
398 >      dout << "Loaded tree for " << allsamples.collection[isample].filename << " from cache file " << endl;
399      }
400 <    if(EdgeFitter::MarcoDebug) cout << "Complete tree now contains " << completetree->GetEntries() << " entries " << endl;
400 >      
401 >    SkimmedTrees.push_back(SkimmedTree[isample]);
402    }
403    
404 <  RooRealVar mll("mll","mll",mllmin,mllmax,"GeV/c^{2}");
404 >  TTree *completetree  = MergeTrees(SkimmedTrees);
405 >  
406 >  if(EdgeFitter::MarcoDebug) dout << "Complete tree now contains " << completetree->GetEntries() << " entries " << endl;
407 >  
408 >  RooRealVar mll("mll","m_{ll}",mllmin,mllmax,"GeV/c^{2}");
409    RooRealVar id1("id1","id1",0,1,"GeV/c^{2}");
410    RooRealVar id2("id2","id2",0,1,"GeV/c^{2}");
411 <  RooRealVar jzb("jzb","jzb",-jzbmax,jzbmax,"GeV/c");
412 <  RooRealVar weight("weight","weight",0,1000,"");
311 <  RooArgSet observables(mll,jzb,id1,id2,weight);
411 >  RooRealVar edgeWeight("edgeWeight","edgeWeight",0,1000,"");
412 >  RooArgSet observables(mll,id1,id2,edgeWeight);
413    
414    string title="CMS Data";
415    if(is_data!=1) title="CMS SIMULATION";
416 <  RooDataSet LAllData("LAllData",title.c_str(),completetree,observables,"","weight");
417 <  completetree->Write();
418 < //  delete completetree;
419 <  
420 <  EdgeFitter::eeSample = (RooDataSet*)LAllData.reduce("id1==id2");
421 <  EdgeFitter::mmSample = (RooDataSet*)LAllData.reduce("id1==id2");
321 <  EdgeFitter::emSample = (RooDataSet*)LAllData.reduce("id1!=id2");
416 >  RooDataSet LAllData("LAllData",title.c_str(),completetree,observables,"","edgeWeight");
417 >  fEdgeCache->Close();
418 >  dout << "Edge cache closed." << endl;
419 >    
420 >  EdgeFitter::SFSample = (RooDataSet*)LAllData.reduce("id1==id2");
421 >  EdgeFitter::OFSample = (RooDataSet*)LAllData.reduce("id1!=id2");
422    EdgeFitter::AllData  = (RooDataSet*)LAllData.reduce("id1!=id2||id1==id2");
423    
424 <  eeSample->SetName("eeSample");
425 <  mmSample->SetName("mmSample");
326 <  emSample->SetName("emSample");
424 >  SFSample->SetName("SFSample");
425 >  OFSample->SetName("OFSample");
426    AllData->SetName("AllData");
427    
428    if(EdgeFitter::MarcoDebug) {
429 <    cout << "Number of events in data sample = " << AllData->numEntries() << endl;
430 <    cout << "Number of events in ee sample = " << eeSample->numEntries() << endl;
431 <    cout << "Number of events in mm sample = " << mmSample->numEntries() << endl;
333 <    cout << "Number of events in em sample = " << emSample->numEntries() << endl;
429 >    dout << "Number of (weighted) events in full sample = " << AllData->sumEntries() << " (raw events : " << AllData->numEntries() << ")" <<  endl;
430 >    dout << "Number of (weighted) events in eemm sample = " << SFSample->sumEntries() << " (raw events : " << SFSample->numEntries() << ")" <<  endl;
431 >    dout << "Number of (weighted) events in em sample = " << OFSample->sumEntries() << " (raw events : " << OFSample->numEntries() << ")" <<  endl;
432    }
433 +  
434 + }
435 +
436 + void EdgeFitter::DrawDatasetContent(int is_data) {
437 +  TCanvas* cSFdata = new TCanvas("cSFdata","cSFdata") ;
438 +  
439 +  RooRealVar mll("mll","m_{ll}",mllmin,mllmax,"GeV/c^{2}");
440 +  RooPlot* frame1 = mll.frame(RooFit::Bins(int((mllmax-mllmin)/5.0)),RooFit::Title("SF sample")) ;
441 +  frame1->GetXaxis()->CenterTitle(1);
442 +  frame1->GetYaxis()->CenterTitle(1);
443 +  SFSample->plotOn(frame1,RooFit::Name("SFdata")) ;
444 +  
445 +  RooPlot* frame2 = mll.frame(RooFit::Bins(int((mllmax-mllmin)/5.0)),RooFit::Title("OF sample")) ;
446 +  frame2->GetXaxis()->CenterTitle(1);
447 +  frame2->GetYaxis()->CenterTitle(1);
448 +  OFSample->plotOn(frame2,RooFit::Name("OFdata")) ;
449 +  
450 + //  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);
451 + //  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);
452 +  
453 +  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);
454 +  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);
455 +  
456 +  TH1F *sf_fit = (TH1F*)SFSample->createHistogram("sf_fit",mll,RooFit::Binning(int((mllmax-mllmin)/5)),RooFit::SumW2Error(true));
457 +  TH1F *of_fit = (TH1F*)OFSample->createHistogram("of_fit",mll,RooFit::Binning(int((mllmax-mllmin)/5)),RooFit::SumW2Error(true));
458 +  
459 +  TLegend *leg = allsamples.allbglegend();
460 +  leg->AddEntry(sf_fit,"RooDataSet content","p");
461 +  leg->SetX1(0.58);
462 +
463 +  cSFdata->cd() ;
464 +  gPad->SetLeftMargin(0.15);
465 +  frame1->GetYaxis()->SetTitleOffset(1.4);
466 +  frame1->Draw();
467 +  sf_ref->Draw("histo,same");
468 +  sf_fit->Draw("e1,same");
469 +  leg->Draw("same");
470 +  if(is_data==data) DrawPrelim();
471 +  else DrawPrelim(PlottingSetup::luminosity,true);
472 +  CompleteSave(cSFdata,"Edge/SF_NoFit");
473 +  
474 +  TCanvas* cOFdata = new TCanvas("cOFdata","cOFdata") ;
475 +  cOFdata->cd() ;
476 +  gPad->SetLeftMargin(0.15);
477 +  frame2->SetMaximum(frame1->GetMaximum());
478 +  frame2->GetYaxis()->SetTitleOffset(1.4);
479 +  frame2->Draw();
480 +  of_ref->Draw("histo,same");
481 +  of_fit->Draw("e1,same");
482 +  leg->Draw("same");
483 +  if(is_data==data) DrawPrelim();
484 +  else DrawPrelim(PlottingSetup::luminosity,true);
485 +  CompleteSave(cOFdata,"Edge/OF_NoFit");
486 +
487 +  delete sf_fit;
488 +  delete of_fit;
489 +  
490 +  delete sf_ref;
491 +  delete of_ref;
492 +  
493 + }
494 +  
495 + string WriteWithError(float central, float error, int digits) {
496 +  float ref=central;
497 +  if(ref<0) ref=-central;
498 +  int HighestSigDigit = 0;
499 +  if(ref>1) HighestSigDigit = int(log(ref)/log(10))+1;
500 +  else HighestSigDigit = int(log(ref)/(log(10)));
501 +  
502 +  float divider=pow(10.0,(double(HighestSigDigit-digits)));
503 +  
504 +  stringstream result;
505 +  result << divider*int(central/divider+0.5) << " #pm " << divider*int(error/divider+0.5);
506 +  return result.str();
507   }
508  
509 +
510   string EdgeFitter::RandomStorageFile() {
511    TRandom3 *r = new TRandom3(0);
512    int rho = (int)r->Uniform(1,10000000);
# Line 356 | Line 529 | Yield EdgeFitter::Get_T_estimate(float j
529   }
530  
531   void EdgeFitter::DoFit(int is_data, float jzb_cut) {
532 <  RooRealVar mll("mll","mll",mllmin,mllmax,"GeV/c^{2}");
532 >  
533 >  stringstream prefix;
534 >  if(is_data==data) prefix << "data_";
535 >  if(is_data==mc) prefix << "mc_";
536 >  if(is_data==mcwithsignal) prefix << "mcwithS_";
537 >  
538 >  prefix << EdgeFitter::Mode << "_" << jzb_cut;
539 >  
540 >  if(EdgeFitter::AllowTriangle) prefix << "__H1";
541 >  else prefix << "__H0";
542 >  
543 >  RooRealVar mll("mll","m_{ll}",mllmin,mllmax,"GeV/c^{2}");
544 >  RooRealVar edgeWeight("edgeWeight","edgeWeight",0,1000,"");
545    RooCategory sample("sample","sample") ;
546 <  sample.defineType("ee");
546 >  sample.defineType("SF");
547    //sample.defineType("mm");
548 <  sample.defineType("em");
549 <  //RooDataSet combData("combData","combined data",mll,Index(sample),Import("ee",*eeSample),Import("mm",*mmSample),Import("em",*emSample));
550 <  RooDataSet combData("combData","combined data",mll,RooFit::Index(sample),RooFit::Import("ee",*eeSample),RooFit::Import("em",*emSample));
548 >  sample.defineType("OF");
549 >  
550 >  //RooDataSet combData("combData","combined data",mll,Index(sample),Import("SF",*SFSample),Import("mm",*mmSample),Import("OF",*OFSample));
551 >  RooDataSet combData("combData","combined data",RooArgSet(mll,edgeWeight),RooFit::Index(sample),RooFit::Import("SF",*SFSample),RooFit::Import("OF",*OFSample),RooFit::WeightVar(edgeWeight));
552 >  
553    
367
368
554    //First we make a fit to opposite flavor
555 <  RooRealVar fttbarem("fttbarem", "fttbarem", 100, 0, 10000);
556 <  RooRealVar par1ttbarem("par1ttbarem", "par1ttbarem", 1.6, 0.01, 4.0);
557 <  RooRealVar par2ttbarem("par2ttbarem", "par2ttbarem", 1.0);
558 <  RooRealVar par3ttbarem("par3ttbarem", "par3ttbarem", 0.028, 0.001, 1.0);
559 <  RooRealVar par4ttbarem("par4ttbarem", "par4ttbarem", 2.0);
560 <  RooSUSYBkgPdf ttbarem("ttbarem","ttbarem", mll , par1ttbarem, par2ttbarem, par3ttbarem, par4ttbarem);
561 <  RooAddPdf model_em("model_em","model_em", ttbarem, fttbarem);
555 >  RooRealVar fttbarOF("fttbarOF", "fttbarOF", 100, 0, 1.5*combData.sumEntries());
556 >  RooRealVar par1ttbarOF("par1ttbarOF", "par1ttbarOF", 1.6, 0.01, 4.0);
557 >  RooRealVar par2ttbarOF("par2ttbarOF", "par2ttbarOF", 1.0);
558 >  RooRealVar par3ttbarOF("par3ttbarOF", "par3ttbarOF", 0.028, 0.001, 1.0);
559 >  RooRealVar par4ttbarOF("par4ttbarOF", "par4ttbarOF", 2.0);
560 >  RooSUSYBkgPdf ttbarOF("ttbarOF","ttbarOF", mll , par1ttbarOF, par2ttbarOF, par3ttbarOF, par4ttbarOF);
561 >  RooAddPdf model_OF("model_OF","model_OF", ttbarOF, fttbarOF);
562    RooSimultaneous simPdfOF("simPdfOF","simultaneous pdf", sample) ;
563 <  simPdfOF.addPdf(model_em,"em");
564 <  RooFitResult *resultOF = simPdfOF.fitTo(combData, RooFit::Save());
563 >  simPdfOF.addPdf(model_OF,"OF");
564 >  RooFitResult *resultOF = simPdfOF.fitTo(combData, RooFit::Save(),RooFit::Extended(),RooFit::Minos(true));
565 >  dout << "============================= < OF results > =============================" << endl;
566    resultOF->Print();
567 <
568 <  RooRealVar* resultOFpar1_ = (RooRealVar*) resultOF->floatParsFinal().find("par1ttbarem");
569 <  float resultOFpar1 = resultOFpar1_->getVal();
570 <  //RooRealVar* resultOFpar2_ = (RooRealVar*) resultOF->floatParsFinal().find("par2ttbarem");
571 <  //float resultOFpar2 = resultOFpar2_->getVal();
572 <  //cout << "caca2.txt" << endl;
573 <
574 <  RooRealVar* resultOFpar3_ = (RooRealVar*) resultOF->floatParsFinal().find("par3ttbarem");
575 <  float resultOFpar3 = resultOFpar3_->getVal();
576 <
577 <  //RooRealVar* resultOFpar4_ = (RooRealVar*) resultOF->floatParsFinal().find("par4ttbarem");
578 <  //float resultOFpar4 = resultOFpar4_->getVal();
579 <  //cout << "caca4.txt" << endl;
567 >  dout << "============================= < /OF results > =============================" << endl;
568 >  
569 >  
570 >  RooPlot* frameO = mll.frame(RooFit::Bins(int((mllmax-mllmin)/5.0)),RooFit::Title("OF sample"));
571 >  frameO->GetXaxis()->CenterTitle(1);
572 >  frameO->GetYaxis()->CenterTitle(1);
573 >  combData.plotOn(frameO,RooFit::Name("OFdata"),RooFit::Cut("sample==sample::OF")) ;
574 >  simPdfOF.plotOn(frameO,RooFit::Slice(sample,"OF"),RooFit::Name("FullFit"),RooFit::ProjWData(sample,combData), RooFit::LineColor(kBlack)) ;
575 >  simPdfOF.plotOn(frameO,RooFit::Slice(sample,"OF"),RooFit::Name("TTbarOFonly"),RooFit::Components("ttbarOF"),RooFit::ProjWData(sample,combData),RooFit::LineStyle(kDashed)) ;
576 >  
577 >  TCanvas* pof = new TCanvas("pof","pof") ;
578 >  pof->cd() ;
579 >  gPad->SetLeftMargin(0.15);
580 >  frameO->GetYaxis()->SetTitleOffset(1.4);
581 >  frameO->Draw();
582 >  if(is_data==data) DrawPrelim();
583 >  else DrawPrelim(PlottingSetup::luminosity,true);
584 >  if(EdgeFitter::FixedMEdge>=0) CompleteSave(pof,"Edge/OF__OFFitonly_"+prefix.str()+"__MEdgeFix_"+any2string(EdgeFitter::FixedMEdge),false,false);
585 >  else CompleteSave(pof,"Edge/OF__OFFitonly_"+prefix.str(),false,false);
586 >  delete pof;
587 >    
588 >  if(resultOF->covQual()!=3) {
589 >    write_error(__FUNCTION__,"OF fit did not converge!!! Cannot continue!");
590 >    dout << "covQual is " << resultOF->covQual() << endl;
591 >    if(EdgeFitter::AllowTriangle) EdgeFitter::FixedMEdgeChi2_H1=-1;
592 >    else EdgeFitter::FixedMEdgeChi2_H0=-1;
593 >    if(EdgeFitter::RejectPointIfNoConvergence) return;
594 >  } else {
595 >    write_info(__FUNCTION__,"OF fit converged");
596 >  }
597 >  
598 >  float StartingMedge=70;
599 >  if(EdgeFitter::FixedMEdge>0) StartingMedge=EdgeFitter::FixedMEdge;
600  
601  
602 +  RooDataSet *ZDataSet = (RooDataSet*)EdgeFitter::AllData->reduce("id1==id2 && abs(mll-91.2)<20");
603 +
604 +  float maxZ = ZDataSet->sumEntries();
605 +  dout << "maxZ was set to " << maxZ << endl;
606 +  delete ZDataSet;
607 +  
608 +  
609    // Now same flavor  
610 <  RooRealVar fzee("fzee", "fzee", 5, 0, 100000);
611 <  RooRealVar meanzee("meanzee", "meanzee", 91.1876, 89, 95);
612 <  //RooRealVar sigmazee("sigmazee", "sigmazee", 0.5);
613 <  RooRealVar sigmazee("sigmazee", "sigmazee", 5, 0, 100);
614 <  RooRealVar widthzee("widthzee", "widthzee", 2.94);
615 <  
616 <  RooRealVar fttbaree("fttbaree", "fttbaree", 100, 0, 100000);
617 <  RooRealVar par1ttbaree("par1ttbaree", "par1ttbaree", resultOFpar1, 0, 100);
618 <  RooRealVar par2ttbaree("par2ttbaree", "par2ttbaree", 1.0);
619 <  RooRealVar par3ttbaree("par3ttbaree", "par3ttbaree", resultOFpar3, 0, 100);
620 <  RooRealVar par4ttbaree("par4ttbaree", "par4ttbaree", 2.0);
610 >  RooRealVar fzSF("fzSF", "fzSF", 39, 39, maxZ);
611 >  RooRealVar meanzSF("meanzSF", "meanzSF", 91.1876, 89, 95);
612 >  //RooRealVar sigmazSF("sigmazSF", "sigmazSF", 0.5);
613 >  RooRealVar sigmazSF("sigmazSF", "sigmazSF", 5, 0.5, 5);
614 >  RooRealVar widthzSF("widthzSF", "widthzSF", 2.94);
615 >  widthzSF.setConstant(1);
616 >  
617 >  /*RooRealVar fttbarSFx("fttbarSFx","fttbarSFx",0.2,1.8);
618 >  RooRealVar mRsfof("mRsfof","mRsfof",1.02);
619 >  RooRealVar wRsfof("wRsfof","wRsfof",0.07);
620 >  
621 >  RooGaussian RSFOF("RSFOF","RSFOF",fttbarSFx,mRsfof,wRsfof);
622 >  RooProdPdf fttbarSF("fttbarSF","fttbarOF*RSFOF",RooArgList(RSFOF,fttbarOF));*/
623 >  RooRealVar fttbarSF("fttbarSF", "fttbarSF", fttbarOF.getVal(), 0.2*fttbarOF.getVal(), 1.5*fttbarOF.getVal());
624 >  
625 >  RooRealVar par1ttbarSF("par1ttbarSF", "par1ttbarSF", 1.02*par1ttbarOF.getVal(), (1.02-0.07)*par1ttbarOF.getVal(), (1.02+0.07)*par1ttbarOF.getVal());
626  
627 <  RooRealVar fsignalee("fsignalee", "fsignalee", 10, 0, 400);
628 <  RooRealVar par1signalee("par1signalee", "par1signalee", 45, 20, 100);
629 <  RooRealVar par2signalee("par2signalee", "par2signalee", 2, 1, 10);
630 <  RooRealVar par3signalee("par3signalee", "par3signalee", 45, 0, 200);
627 >  RooRealVar fsignalSF("fsignalSF", "fsignalSF", 0, 0, 300);
628 >  RooRealVar par1signalSF("par1signalSF", "par1signalSF", 45, 20, 100);
629 >  RooRealVar par2signalSF("par2signalSF", "par2signalSF", 2, 1, 10);
630 >  RooRealVar par3signalSF("par3signalSF", "par3signalSF", StartingMedge, 0, 300);
631  
632 <  RooVoigtian zee("zee", "zee", mll, meanzee, widthzee, sigmazee);
632 >  RooVoigtian zSF("zSF", "zSF", mll, meanzSF, widthzSF, sigmazSF);
633  
634 +  if(EdgeFitter::FixedMEdge>0) par3signalSF.setConstant();
635    
636 <  RooSUSYBkgPdf ttbaree("ttbaree","ttbaree", mll , par1ttbaree, par2ttbaree, par3ttbaree, par4ttbaree);
637 <  //RooSUSYTPdf signalee("signalee","signalee", mll , par1signalee, par2signalee, par3signalee);
419 <  RooSUSYTPdf signalee("signalee","signalee", mll , par1signalee, sigmazee, par3signalee);
420 <
421 <  //RooAddPdf model_ee("model_ee","model_ee", RooArgList(zee, ttbaree, signalee), RooArgList(fzee, fttbaree, fsignalee));
422 <  RooAddPdf model_ee("model_ee","model_ee", RooArgList(zee, ttbaree, signalee), RooArgList(fzee, fttbaree, fsignalee));
423 <  RooAddPdf model_emu("model_emu","model_emu", RooArgList(ttbaree), RooArgList(fttbaree));
636 >  RooSUSYBkgPdf ttbarSF("ttbarSF","ttbarSF", mll , par1ttbarSF, par2ttbarOF, par3ttbarOF, par4ttbarOF);
637 >  RooSUSYTPdf signalSF("signalSF","signalSF", mll , par1signalSF, sigmazSF, par3signalSF);
638  
639 +  RooAddPdf model_SF("model_SF","model_SF", RooArgList(zSF, ttbarSF, signalSF), RooArgList(fzSF, fttbarSF, fsignalSF));
640 +  
641 +  
642 +  if(!EdgeFitter::AllowTriangle) {
643 +    fsignalSF.setVal(0.0); // kill off the signal if we don't want the triangle
644 +    fsignalSF.setConstant(1);
645 +    par1signalSF.setConstant(1);
646 +    par2signalSF.setConstant(1);
647 +    par3signalSF.setConstant(1);
648 +  }
649    
650    RooSimultaneous simPdf("simPdf","simultaneous pdf",sample) ;
651 <  simPdf.addPdf(model_ee,"ee") ;
652 <  simPdf.addPdf(model_emu,"em") ;
651 >  simPdf.addPdf(model_SF,"SF") ;
652 >  simPdf.addPdf(model_OF,"OF") ;
653  
430  RooFitResult *result = simPdf.fitTo(combData, RooFit::Save());
431  result->Print();
432  
433  RooPlot* frame1 = mll.frame(RooFit::Bins(25),RooFit::Title("EE sample")) ;
434  combData.plotOn(frame1,RooFit::Cut("sample==sample::ee")) ;
435  simPdf.plotOn(frame1,RooFit::Slice(sample,"ee"),RooFit::ProjWData(sample,combData), RooFit::LineColor(kBlack)) ;
436  simPdf.plotOn(frame1,RooFit::Slice(sample,"ee"),RooFit::Components("ttbaree"),RooFit::ProjWData(sample,combData),RooFit::LineStyle(kDashed)) ;
437  simPdf.plotOn(frame1,RooFit::Slice(sample,"ee"),RooFit::Components("zee"), RooFit::ProjWData(sample, combData), RooFit::LineStyle(kDashed), RooFit::LineColor(kRed));
438  simPdf.plotOn(frame1,RooFit::Slice(sample,"ee"),RooFit::Components("signalee"), RooFit::ProjWData(sample, combData), RooFit::LineStyle(kDashed), RooFit::LineColor(kGreen));
439
440  RooPlot* frame2 = mll.frame(RooFit::Bins(25),RooFit::Title("MM sample")) ;
441  combData.plotOn(frame2,RooFit::Cut("sample==sample::mm")) ;
442  simPdf.plotOn(frame2,RooFit::Slice(sample,"mm"),RooFit::ProjWData(sample,combData), RooFit::LineColor(kBlack)) ;
443  simPdf.plotOn(frame2,RooFit::Slice(sample,"mm"),RooFit::Components("ttbarmm"),RooFit::ProjWData(sample,combData),RooFit::LineStyle(kDashed)) ;
444  simPdf.plotOn(frame2,RooFit::Slice(sample,"mm"),RooFit::Components("zmm"), RooFit::ProjWData(sample, combData), RooFit::LineStyle(kDashed), RooFit::LineColor(kRed));
445  simPdf.plotOn(frame2,RooFit::Slice(sample,"mm"),RooFit::Components("signalmm"), RooFit::ProjWData(sample, combData), RooFit::LineStyle(kDashed), RooFit::LineColor(kGreen));
446
447  
448  cout << "Result   : " << endl;
449  cout << "f signal : " << fsignalee.getVal() << " +/- " << fsignalee.getError() << endl;
450  cout << "f ttbar  : " << fttbaree.getVal() << " +/- " << fttbaree.getError() << endl;
451  cout << "f tt em  : " << fttbarem.getVal() << " +/- " << fttbarem.getError() << endl;
452  cout << "f z ee   : " << fzee.getVal() << " +/- " << fzee.getError() << endl;
654    
655 <  // The same plot for the cointrol sample slice
455 <  RooPlot* frame3 = mll.frame(RooFit::Bins(25),RooFit::Title("EM sample")) ;
456 <  combData.plotOn(frame3,RooFit::Cut("sample==sample::em")) ;
457 <  simPdfOF.plotOn(frame3,RooFit::Slice(sample,"em"),RooFit::ProjWData(sample,combData), RooFit::LineColor(kBlack)) ;
458 <  simPdfOF.plotOn(frame3,RooFit::Slice(sample,"em"),RooFit::Components("ttbarem"),RooFit::ProjWData(sample,combData),RooFit::LineStyle(kDashed)) ;
655 >  RooFitResult *result = simPdf.fitTo(combData, RooFit::Save(), RooFit::Extended(),RooFit::Minos(true));
656    
657 <  stringstream prefix;
658 <  if(is_data==data) prefix << "data_";
659 <  if(is_data==mc) prefix << "mc_";
660 <  if(is_data==mcwithsignal) prefix << "mcwithS_";
657 >  if(result->covQual()!=3) {
658 >    write_error(__FUNCTION__,"Full fit did not converge!!! Cannot continue!");
659 >    dout << "covQual is " << result->covQual() << endl;
660 >    if(EdgeFitter::AllowTriangle) EdgeFitter::FixedMEdgeChi2_H1=-1;
661 >    else EdgeFitter::FixedMEdgeChi2_H0=-1;
662 >    if(EdgeFitter::RejectPointIfNoConvergence) return;
663 >  } else {
664 >    write_info(__FUNCTION__,"Full fit converged");
665 >  }
666 >
667 >  dout << "============================= < Full results > =============================" << endl;
668 >  result->Print();
669 >  dout << "============================= < /Full results > =============================" << endl;
670 >
671    
672 <  prefix << "JZB_" << jzb_cut;
672 >  RooPlot* frame1 = mll.frame(RooFit::Bins(int((mllmax-mllmin)/5.0)),RooFit::Title("EE sample")) ;
673 >  frame1->GetXaxis()->CenterTitle(1);
674 >  frame1->GetYaxis()->CenterTitle(1);
675 >  combData.plotOn(frame1,RooFit::Name("SFdata"),RooFit::Cut("sample==sample::SF")) ;
676 >  simPdf.plotOn(frame1,RooFit::Slice(sample,"SF"),RooFit::Name("FullFit"),RooFit::ProjWData(sample,combData), RooFit::LineColor(kBlack)) ;
677 >  simPdf.plotOn(frame1,RooFit::Slice(sample,"SF"),RooFit::Name("TTbarSFonly"),RooFit::Components("ttbarSF"),RooFit::ProjWData(sample,combData),RooFit::LineStyle(kDashed)) ;
678 >  simPdf.plotOn(frame1,RooFit::Slice(sample,"SF"),RooFit::Name("DYSFonly"),RooFit::Components("zSF"), RooFit::ProjWData(sample, combData), RooFit::LineStyle(kDashed), RooFit::LineColor(kRed));
679 >  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));  
680 >  
681 >  if(EdgeFitter::AllowTriangle) EdgeFitter::FixedMEdgeChi2_H1=frame1->chiSquare("FullFit", "SFdata", 3);
682 >  else EdgeFitter::FixedMEdgeChi2_H0=frame1->chiSquare("FullFit", "SFdata", 3);
683 >
684 >  dout << "Result   : " << endl;
685 >  if(EdgeFitter::AllowTriangle) dout << "f signal : " << fsignalSF.getVal() << " +/- " << fsignalSF.getError() << endl;
686 > //  dout << "f ttbar  : " << fttbarSF.getVal() << " +/- " << fttbarSF.getError() << endl;
687 >  dout << "f ttbar  : " << fttbarSF.getVal() << " +/- NO ERROR CUZ ITS A PDF "<< endl;
688 >  dout << "f tt OF  : " << fttbarOF.getVal() << " +/- " << fttbarOF.getError() << endl;
689 >  dout << "f z SF   : " << fzSF.getVal() << " +/- " << fzSF.getError() << endl;
690 >  if(EdgeFitter::AllowTriangle) dout << "#Chi^{2}/NDF     : " << EdgeFitter::FixedMEdgeChi2_H1 << endl;
691 >  else dout << "#Chi^{2}/NDF     : " << EdgeFitter::FixedMEdgeChi2_H0 << endl;
692    
693 < /*  cout << "fsignalee : " << fsignalee << endl;
694 <  cout << "fttbaree : " << fttbaree << endl;
695 <  cout << "fzee : " << fzee << endl;*/
693 >  // The same plot for the cointrol sample slice
694 >  RooPlot* frame3 = mll.frame(RooFit::Bins(int((mllmax-mllmin)/5.0)),RooFit::Title("OF sample")) ;
695 >  frame3->GetXaxis()->CenterTitle(1);
696 >  frame3->GetYaxis()->CenterTitle(1);
697 >  frame3->SetMaximum(frame1->GetMaximum());
698 >  combData.plotOn(frame3,RooFit::Cut("sample==sample::OF")) ;
699 >  simPdf.plotOn(frame3,RooFit::Slice(sample,"OF"),RooFit::ProjWData(sample,combData), RooFit::LineColor(kBlack)) ;
700 >  simPdf.plotOn(frame3,RooFit::Slice(sample,"OF"),RooFit::Components("ttbarOF"),RooFit::ProjWData(sample,combData),RooFit::LineStyle(kDashed)) ;
701    
702    
703    TCanvas* c = new TCanvas("rf501_simultaneouspdf","rf403_simultaneouspdf") ;
# Line 476 | Line 707 | void EdgeFitter::DoFit(int is_data, floa
707    frame1->Draw();
708    if(is_data==data) DrawPrelim();
709    else DrawPrelim(PlottingSetup::luminosity,true);
710 <  CompleteSave(c,"Edge/"+prefix.str()+"eemm");
710 >  stringstream infotext;
711 >  infotext << "#splitline{Fit results (" << EdgeFitter::Mode << ">" << jzb_cut << "): }{#splitline{";
712 >  infotext << "N(Data) = " << EdgeFitter::SFSample->sumEntries() << "}{#splitline{";
713 >  infotext << "N(Z+Jets) = " << WriteWithError(fzSF.getVal(),fzSF.getError(),3) << "}{#splitline{";
714 >  //infotext << "N(t#bar{t}) = " << WriteWithError(fttbarSF.getVal(),fttbarSF.getError(),3) << "}{#splitline{";
715 >  infotext << "N(t#bar{t}) = " << WriteWithError(fttbarSF.getVal(),0,3) << "}{#splitline{";
716 >  write_warning(any2string(__LINE__),"Don't have the error yet, need to complete this");
717 >  if(EdgeFitter::AllowTriangle) {
718 >    infotext << "N(signal) = " << WriteWithError(fsignalSF.getVal(),fsignalSF.getError(),3) << "}{";
719 >    infotext << "m_{edge} = " << WriteWithError(par3signalSF.getVal(),par3signalSF.getError(),3) << "}}}}}";  
720 >  } else infotext << "}{}}}}}";  
721 >
722 >  TLatex *infobox = new TLatex(0.57,0.75,infotext.str().c_str());
723 >  infobox->SetNDC();
724 >  infobox->SetTextSize(0.03);
725 >  infobox->Draw();
726 >  if(EdgeFitter::FixedMEdge>=0) CompleteSave(c,"Edge/"+prefix.str()+"_SF__MEdgeFix_"+any2string(EdgeFitter::FixedMEdge),false,false);
727 >  else CompleteSave(c,"Edge/"+prefix.str()+"_SF",false,false);
728    delete c;
729    
482  TCanvas* d = new TCanvas("rf501_simultaneouspdf","rf403_simultaneouspdf") ;
483  d->cd() ;
484  gPad->SetLeftMargin(0.15);
485  frame2->GetYaxis()->SetTitleOffset(1.4);
486  frame2->Draw();
487  if(is_data==data) DrawPrelim();
488  else DrawPrelim(PlottingSetup::luminosity,true);
489  CompleteSave(d,"Edge/"+prefix.str()+"mm");
490  delete d;
491  //c->cd(2) ; gPad->SetLeftMargin(0.15) ; frame2->GetYaxis()->SetTitleOffset(1.4) ; frame2->Draw();
492  
730    TCanvas* e = new TCanvas("rf501_simultaneouspdfem","rf403_simultaneouspdfem") ;
731    e->cd();
732    gPad->SetLeftMargin(0.15);
# Line 497 | Line 734 | void EdgeFitter::DoFit(int is_data, floa
734    frame3->Draw();
735    if(is_data==data) DrawPrelim();
736    else DrawPrelim(PlottingSetup::luminosity,true);
737 <  CompleteSave(e,"Edge/"+prefix.str()+"emu");
737 >  if(EdgeFitter::FixedMEdge>=0) CompleteSave(e,"Edge/"+prefix.str()+"_OF__MEdgeFix_"+any2string(EdgeFitter::FixedMEdge),false,false);
738 >  else CompleteSave(e,"Edge/"+prefix.str()+"_OF",false,false);
739    delete e;
740    
741 +  
742 +  
743 +  
744   /*  TCanvas* f = new TCanvas("rf501_simultaneouspdfem","rf403_simultaneouspdfem") ;
745    f->cd();
746    gPad->SetLeftMargin(0.15);
# Line 507 | Line 748 | void EdgeFitter::DoFit(int is_data, floa
748    frame4->Draw();
749    if(is_data==data) DrawPrelim();
750    else DrawPrelim(PlottingSetup::luminosity,true);
751 <  CompleteSave(f,"Edge/"+prefix.str()+"eemm");
751 >  CompleteSave(f,"Edge/"+prefix.str()+"_SF");
752    delete f;*/
753 <  
753 >
754 >
755 > /*
756 >  float maxZ=200;
757 >  RooWorkspace* wspace = new RooWorkspace();
758 >  stringstream mllvar;
759 >  mllvar << "mll[" << (mllmax-mllmin)/2 << "," << mllmin << "," << mllmax << "]";
760 >  wspace->factory(mllvar.str().c_str());
761 >  wspace->var("mll")->setBins(30);
762 >  wspace->factory("nSig[1.,0.,100.]");
763 >  wspace->factory(("nZ[0.04.,0.,"+any2string(maxZ)+"]").c_str());
764 >  wspace->factory("rME[1.12,1.05,1.19]");
765 >  wspace->factory("effUncert[1.]");
766 >  EdgeFitter::prepareLimits(wspace, true);
767 > */
768 >
769 > write_warning(__FUNCTION__," A lot missing here to calculate limits");
770 >
771   }
772  
773   void EdgeFitter::DoEdgeFit(string mcjzb, string datajzb, float DataPeakError, float MCPeakError, float jzb_cut, int icut, int is_data, TCut cut, TTree *signalevents=0) {
# Line 522 | Line 780 | void EdgeFitter::DoEdgeFit(string mcjzb,
780    
781    EdgeFitter::PrepareDatasets(is_data);
782    
783 +  EdgeFitter::DrawDatasetContent(is_data);
784 +  
785    RooFit::MsgLevel msglevel = RooMsgService::instance().globalKillBelow();
786    RooMsgService::instance().setGlobalKillBelow(RooFit::FATAL);
787 +  
788 +  
789 +  
790 +  EdgeFitter::AllowTriangle=false;
791    EdgeFitter::DoFit(is_data, jzb_cut);
792 +  
793 +  write_info(__FUNCTION__,"TAKING SHORTCUT");return;
794 +  
795 +  EdgeFitter::AllowTriangle=true;
796 +  
797 +  bool ScanMassRange=false;
798 +  float ScanSteps=5.0;//GeV
799 +  
800 +  
801 +  if(ScanMassRange) {
802 +    TFile *fscan = new TFile("fscan.root","UPDATE");
803 +    TGraph *gr = new TGraph();
804 +    TGraph *Rgr = new TGraph();
805 +    stringstream GrName;
806 +    GrName << "ScanGraphFor_" << EdgeFitter::Mode << "_" << jzb_cut;
807 +    stringstream RGrName;
808 +    RGrName << "ScanRatioGraphFor_" << EdgeFitter::Mode << "_" << jzb_cut;
809 +    gr->SetName(GrName.str().c_str());
810 +    Rgr->SetName(RGrName.str().c_str());
811 +
812 +    int i=0;
813 +    for(float tempMedge=10;tempMedge<=300;tempMedge+=ScanSteps) {
814 +      write_info(__FUNCTION__,"Now testing Medge="+any2string(tempMedge)+" for "+EdgeFitter::Mode+">"+any2string(jzb_cut));
815 +      EdgeFitter::FixedMEdge=tempMedge;
816 +      EdgeFitter::DoFit(is_data, jzb_cut);
817 +      if(EdgeFitter::FixedMEdgeChi2_H1<0) continue;
818 +      gr->SetPoint(i,tempMedge,EdgeFitter::FixedMEdgeChi2_H1);
819 +      Rgr->SetPoint(i,tempMedge,EdgeFitter::FixedMEdgeChi2_H1/EdgeFitter::FixedMEdgeChi2_H0);
820 +      i++;
821 +    }
822 +    
823 +    TCanvas *ScanCan = new TCanvas("ScanCan","ScanCan",500,500);
824 +    gr->GetXaxis()->SetTitle("m_{edge}");
825 +    gr->GetXaxis()->CenterTitle();
826 +    gr->GetYaxis()->SetTitle("#Chi^{2} / NDF");
827 +    gr->GetYaxis()->CenterTitle();
828 +    gr->GetYaxis()->SetTitleOffset(0.95);
829 +    gr->GetXaxis()->SetTitleOffset(0.9);
830 +    gr->SetLineColor(kBlue);
831 +    gr->SetTitle("");
832 +    gr->Draw("AL");
833 +    stringstream ScanCanSave;
834 +    ScanCanSave << "Edge/MEdgeScan_"+EdgeFitter::Mode+"_" << jzb_cut;
835 +    if(is_data) DrawPrelim();
836 +    else DrawMCPrelim();
837 +    CompleteSave(ScanCan,ScanCanSave.str());
838 +
839 +    Rgr->GetXaxis()->SetTitle("m_{edge}");
840 +    Rgr->GetXaxis()->CenterTitle();
841 +    Rgr->GetYaxis()->SetTitle("#Chi^{2} / NDF");
842 +    Rgr->GetYaxis()->CenterTitle();
843 +    Rgr->GetYaxis()->SetTitleOffset(0.95);
844 +    Rgr->GetXaxis()->SetTitleOffset(0.9);
845 +    Rgr->SetLineColor(kBlue);
846 +    Rgr->SetTitle("");
847 +    Rgr->Draw("AL");
848 +    ScanCanSave.str("");
849 +    ScanCanSave << "Edge/MEdgeScan_Ratio_"+EdgeFitter::Mode+"_" << jzb_cut;
850 +    if(is_data) DrawPrelim();
851 +    else DrawMCPrelim();
852 +    CompleteSave(ScanCan,ScanCanSave.str());
853 +    fscan->cd();
854 +    gr->Write();
855 +    delete ScanCan;
856 +    fscan->Close();
857 +  } else {
858 +    EdgeFitter::DoFit(is_data, jzb_cut);
859 +    dout << "Chi^2 (H0) = " << EdgeFitter::FixedMEdgeChi2_H0 << endl;
860 +    dout << "Chi^2 (H1) = " << EdgeFitter::FixedMEdgeChi2_H1 << endl;
861 +  }
862 +  
863 +  
864    RooMsgService::instance().setGlobalKillBelow(msglevel);
865  
530
866    f->Close();
867  
868   }
869  
870   void DoEdgeFit(string mcjzb, string datajzb, float DataPeakError, float MCPeakError, vector<float> jzb_cut, int is_data, TCut cut, TTree *signalevents=0) {
871 <  for(int icut=0;icut<jzb_cut.size();icut++) {
871 >  
872 >  EdgeFitter::Mode="JZB";
873 >  if(mcjzb=="met[4]") EdgeFitter::Mode="MET";
874 >  
875 >  for(int icut=0;icut<(int)jzb_cut.size();icut++) {
876      stringstream addcut;
877      if(is_data==1) addcut << "(" << datajzb << ">" << jzb_cut[icut] << ")";
878      if(is_data!=1) addcut << "(" << mcjzb << ">" << jzb_cut[icut] << ")";

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