int main(int argc, char *argv[]){

	OptionParser(argc,argv);
	

	RooMsgService::instance().setGlobalKillBelow(RooFit::ERROR);
	RooMsgService::instance().setSilentMode(true);


  
	system(Form("mkdir -p %s",outdir_.c_str()));

	vector<string> procs;
	split(infilenames_,infilenamesStr_,boost::is_any_of(","));
  
   TPython::Exec("import os,imp,re");
   for (unsigned int i =0 ; i<infilenames_.size() ; i++){
     TFile *infile =  TFile::Open(infilenames_[i].c_str());
	   string outname  =(string) TPython::Eval(Form("'%s'.split(\"/\")[-1].replace('root','_reduced.root')",infilenames_[i].c_str())); 
     TFile *outfile = TFile::Open(outname.c_str(),"RECREATE") ;
    TDirectory* saveDir = outfile->mkdir("tagsDumper");
    saveDir->cd();

    RooWorkspace *inWS = (RooWorkspace*) infile->Get("tagsDumper/cms_hgg_13TeV");
    RooRealVar *intLumi = (RooRealVar*)inWS->var("IntLumi");
    RooWorkspace *outWS = new RooWorkspace("cms_hgg_13TeV");
    outWS->import(*intLumi);
    std::list<RooAbsData*> data =  (inWS->allData()) ;
    std::cout <<" [INFO] Reading WS dataset contents: "<< std::endl;
        for (std::list<RooAbsData*>::const_iterator iterator = data.begin(), end = data.end(); iterator != end; ++iterator )  {
              RooDataSet *dataset = dynamic_cast<RooDataSet *>( *iterator );
              if (dataset) {
              RooDataSet *datasetReduced = (RooDataSet*) dataset->emptyClone(dataset->GetName(),dataset->GetName());
                TRandom3 r;
                r.Rndm();
                double x[dataset->numEntries()];
                r.RndmArray(dataset->numEntries(),x);
                int desiredEntries = floor(0.5+ dataset->numEntries()*fraction_);
                int modFraction = floor(0.5+ 1/fraction_);
                int finalEventCount=0;
                for (int j =0; j < dataset->numEntries() ; j++){
                    if( j%modFraction==0){
                      finalEventCount++;
                    }
                 }
                float average_weight= dataset->sumEntries()/finalEventCount;
                for (int j =0; j < dataset->numEntries() ; j++){
                    if( j%modFraction==0){
                    dataset->get(j);
                    datasetReduced->add(*(dataset->get(j)),average_weight);
                    }
                }
              float entriesIN =dataset->sumEntries();
              float entriesOUT =datasetReduced->sumEntries();
           if(verbose_){
              std::cout << "Original dataset " << *dataset <<std::endl;
              std::cout << "Reduced       dataset " << *datasetReduced <<std::endl;
              std::cout << "********************************************" <<std::endl;
              std::cout << "fraction (obs) : " << entriesOUT/entriesIN << std::endl;
              std::cout << "fraction (exp) : " << fraction_ << std::endl;
              std::cout << "********************************************" <<std::endl;
              std::cout << "" <<std::endl;
              std::cout << "" <<std::endl;
              std::cout << "" <<std::endl;
              std::cout << "********************************************" <<std::endl;
              }
               outWS->import(*datasetReduced);
                }
                
             RooDataHist *datahist = dynamic_cast<RooDataHist *>( *iterator );

              if (datahist) {
              RooDataHist *datahistOUT = (RooDataHist*) datahist->emptyClone(datahist->GetName(),datahist->GetName());
                TRandom3 r;
                r.Rndm();
                for (int j =0; j < datahist->numEntries() ; j++){
                    
                    datahistOUT->add(*(datahist->get(j)),datahist->weight());
                }
              float w =datahistOUT->sumEntries();
              float z =datahist->sumEntries();
           if(verbose_){
              std::cout << "Original datahist " << *datahist <<std::endl;
              std::cout << "Reduced  datahist " << *datahistOUT<<std::endl;
              std::cout << "********************************************" <<std::endl;
              std::cout << "WH fraction (obs) : " << w/(z) <<std::endl;
              std::cout << "WH fraction (exp) : " << fraction_ << std::endl;
              std::cout << "********************************************" <<std::endl;
              std::cout << "" <<std::endl;
              std::cout << "" <<std::endl;
              std::cout << "" <<std::endl;
              std::cout << "********************************************" <<std::endl;
              }
               outWS->import(*datahistOUT);
                }
                  }
   saveDir->cd();
   outWS->Write();
   outfile->Close();
   infile->Close();
   }
}
int main(int argc, char *argv[]){

	OptionParser(argc,argv);
	

	RooMsgService::instance().setGlobalKillBelow(RooFit::ERROR);
	RooMsgService::instance().setSilentMode(true);


  
	system(Form("mkdir -p %s",outdir_.c_str()));

	vector<string> procs;
	split(infilenames_,infilenamesStr_,boost::is_any_of(","));
  
   TPython::Exec("import os,imp,re");
    const char * env = gSystem->Getenv("CMSSW_BASE") ; 
      std::string globeRt = env;
      TPython::Exec(Form("buildSMHiggsSignalXSBR = imp.load_source('*', '%s/src/flashggFinalFit/Signal/python/buildSMHiggsSignalXSBR.py')",globeRt.c_str()));
      TPython::Eval(Form("buildSMHiggsSignalXSBR.Init%dTeV()", 13));
   for (unsigned int i =0 ; i<infilenames_.size() ; i++){
	    int mH  =(int) TPython::Eval(Form("int(re.search('_M(.+?)_','%s').group(1))",infilenames_[i].c_str())); 
	   double WH_XS  =  (double)TPython::Eval(Form("buildSMHiggsSignalXSBR.getXS(%d,'%s')",mH,"WH"));
	   double ZH_XS  =  (double)TPython::Eval(Form("buildSMHiggsSignalXSBR.getXS(%d,'%s')",mH,"ZH"));
     float tot_XS = WH_XS + ZH_XS;
     float wFrac=  WH_XS /tot_XS ;
     float zFrac=  ZH_XS /tot_XS ;
      std::cout << "mass "<< mH << " wh fraction "<< WH_XS /tot_XS << ", zh fraction "<< ZH_XS /tot_XS <<std::endl; 
     TFile *infile =  TFile::Open(infilenames_[i].c_str());
	   string outname  =(string) TPython::Eval(Form("'%s'.split(\"/\")[-1].replace(\"VH\",\"WH_VH\")",infilenames_[i].c_str())); 
     TFile *outfile = TFile::Open(outname.c_str(),"RECREATE") ;
    TDirectory* saveDir = outfile->mkdir("tagsDumper");
    saveDir->cd();

    RooWorkspace *inWS = (RooWorkspace*) infile->Get("tagsDumper/cms_hgg_13TeV");
    RooRealVar *intLumi = (RooRealVar*)inWS->var("IntLumi");
    RooWorkspace *outWS = new RooWorkspace("cms_hgg_13TeV");
    outWS->import(*intLumi);
    std::list<RooAbsData*> data =  (inWS->allData()) ;
    std::cout <<" [INFO] Reading WS dataset contents: "<< std::endl;
        for (std::list<RooAbsData*>::const_iterator iterator = data.begin(), end = data.end(); iterator != end; ++iterator )  {
              RooDataSet *dataset = dynamic_cast<RooDataSet *>( *iterator );
              if (dataset) {
	            string zhname  =(string) TPython::Eval(Form("'%s'.replace(\"wzh\",\"zh\")",dataset->GetName())); 
	            string whname  =(string) TPython::Eval(Form("'%s'.replace(\"wzh\",\"wh\")",dataset->GetName())); 
              RooDataSet *datasetZH = (RooDataSet*) dataset->emptyClone(zhname.c_str(),zhname.c_str());
              RooDataSet *datasetWH = (RooDataSet*) dataset->emptyClone(whname.c_str(),whname.c_str());
                TRandom3 r;
                r.Rndm();
                double x[dataset->numEntries()];
                r.RndmArray(dataset->numEntries(),x);
                for (int j =0; j < dataset->numEntries() ; j++){
                    
                    if( x[j] < wFrac){
                    dataset->get(j);
                    datasetWH->add(*(dataset->get(j)),dataset->weight());
                    } else{
                    dataset->get(j);
                    datasetZH->add(*(dataset->get(j)),dataset->weight());
                    }
                }
              float w =datasetWH->sumEntries();
              float z =datasetZH->sumEntries();
           if(verbose_){
              std::cout << "Original dataset " << *dataset <<std::endl;
              std::cout << "WH       dataset " << *datasetWH <<std::endl;
              std::cout << "ZH       dataset " << *datasetZH <<std::endl;
              std::cout << "********************************************" <<std::endl;
              std::cout << "WH fraction (obs) : WH " << w/(w+z) <<",   ZH "<< z/(w+z) << std::endl;
              std::cout << "WH fraction (exp) : WH " << wFrac <<",   ZH "<< zFrac << std::endl;
              std::cout << "********************************************" <<std::endl;
              std::cout << "" <<std::endl;
              std::cout << "" <<std::endl;
              std::cout << "" <<std::endl;
              std::cout << "********************************************" <<std::endl;
              }
               outWS->import(*datasetWH);
               outWS->import(*datasetZH);
                }
             RooDataHist *datahist = dynamic_cast<RooDataHist *>( *iterator );

              if (datahist) {
	            string zhname  =(string) TPython::Eval(Form("'%s'.replace(\"wzh\",\"zh\")",datahist->GetName())); 
	            string whname  =(string) TPython::Eval(Form("'%s'.replace(\"wzh\",\"wh\")",datahist->GetName())); 
              RooDataHist *datahistZH = (RooDataHist*) datahist->emptyClone(zhname.c_str(),zhname.c_str());
              RooDataHist *datahistWH = (RooDataHist*) datahist->emptyClone(whname.c_str(),whname.c_str());
                TRandom3 r;
                r.Rndm();
                double x[datahist->numEntries()];
                r.RndmArray(datahist->numEntries(),x);
                for (int j =0; j < datahist->numEntries() ; j++){
                    
                    datahistWH->add(*(datahist->get(j)),datahist->weight()*wFrac);
                    datahistZH->add(*(datahist->get(j)),datahist->weight()*zFrac);
                }
              float w =datahistWH->sumEntries();
              float z =datahistZH->sumEntries();
           if(verbose_){
              std::cout << "Original datahist " << *datahist <<std::endl;
              std::cout << "WH       datahist " << *datahistWH <<std::endl;
              std::cout << "ZH       datahist " << *datahistZH <<std::endl;
              std::cout << "********************************************" <<std::endl;
              std::cout << "WH fraction (obs) : WH " << w/(w+z) <<",   ZH "<< z/(w+z) << std::endl;
              std::cout << "WH fraction (exp) : WH " << wFrac <<",   ZH "<< zFrac << std::endl;
              std::cout << "********************************************" <<std::endl;
              std::cout << "" <<std::endl;
              std::cout << "" <<std::endl;
              std::cout << "" <<std::endl;
              std::cout << "********************************************" <<std::endl;
              }
               outWS->import(*datahistWH);
               outWS->import(*datahistZH);
                }
                  }
   saveDir->cd();
   outWS->Write();
   outfile->Close();
   infile->Close();
   }
}
Beispiel #3
0
void fitPtOverMCJLST(int mass = 125, int LHCsqrts = 7, int whichtype = 1, 
		     bool correctErrors = false, /* string changeParName = "", */
		     bool showErrorPDFs = false, string systString = "Default")

// whichtype
// 0 - gg Signal
// 1 - VBF Signal
// 2 - ZZ
// 3 - ZX
// 4 - ggZZ
// 5 - WH
// 6 - ZH
// 7 - ttH

{

  string changeParName = "";
  if (systString == "Default") changeParName = "up";

  string nameSample[8] = {"gg","vbf","zz","zx","ggzz","wh","zh","tth"};
  float maxType[8] = {2.4,3.2,1.6,1.6,1.6,3.2,3.2,3.2};   
  float rebinType[8] = {1,2,1,1,4,10,10,40};
  
  for (int t = 0; t < 8; t++) {
    if (mass > 150) maxType[t] = int(117.90*maxType[t]/sqrt(mass-10.91))/10.;
  }

  char fileToOpen[200];
  sprintf(fileToOpen,"selRootFiles/PToverM_%s%d_SEL_%dTeV.root",nameSample[whichtype].c_str(),mass,LHCsqrts);
  // if (whichtype == 3) sprintf(fileToOpen,"PTOVERM_%s_SEL_allTeV.root",nameSample[whichtype].c_str());

  RooRealVar* ptoverm = new RooRealVar("ptoverm","p_{T}/M^{4l}",0.,maxType[whichtype],"GeV/c");
 
  TFile input(fileToOpen);
  // if (systString == "Mass" || systString == "Mela") {
  //  sprintf(fileToOpen,"ptovermH_%sUp",systString.c_str());
  // } else {
  sprintf(fileToOpen,"ptovermH_%s",systString.c_str());
  //}
  TH1F* ptovermH = (TH1F*)input.Get(fileToOpen);
  
  if (rebinType[whichtype] > 1) ptovermH->Rebin(rebinType[whichtype]);
  if (maxType[whichtype] < ptovermH->GetBinLowEdge(ptovermH->GetNbinsX() + 1) - ptovermH->GetBinWidth(1)) {
    int theBin = ptovermH->FindBin(maxType[whichtype]);
    ptovermH->GetXaxis()->SetRange(1,theBin-1);
  }

  gROOT->ProcessLine(".L mytdrstyle.C");
  gROOT->ProcessLine("setTDRStyle()");
  
  // cout << endl << "Signal " << endl;   
  ptoverm->setBins(ptovermH->GetNbinsX());

  RooDataHist* rdh = new RooDataHist("rdh","Some dataset",RooArgList(*ptoverm),Import(*ptovermH,kFALSE));
 
  // fit definitions
  // RooWorkspace *ws = new RooWorkspace("ws");

  RooRealVar m("m","emme", 1.,0.01, 40.);
  RooRealVar n("n","enne", 0.93, 0.05, 15.);
  RooRealVar n2("n2","enne2", 0.75, 0.5, 15.);
  RooRealVar bb("bb","bibi",0.02, 0.000005, 20.0);
  RooRealVar T("T","tti",0.2,0.00000005,1.);
  RooRealVar bb2("bb2","bibi2",0.02, 0.0005, 10.0);
  RooRealVar fexp("fexp","f_exp",0.02, 0.0, 1.0);
  if (whichtype == 0) {
    if (LHCsqrts == 8) {
      m.setVal(3.319);   // m.setConstant(kTRUE);
      n.setVal(0.7606);    if (systString != "Default" || mass != 125) n.setConstant(kTRUE); 
      n2.setVal(0.8061);   n2.setConstant(kTRUE);
      bb.setVal(3.728);   // bb.setConstant(kTRUE);
      T.setVal(0.00333);   // T.setConstant(kTRUE);
      bb2.setVal(1.7172);    // bb2.setConstant(kTRUE);
      fexp.setVal(0.002144);   if (systString != "Default" || mass != 125) fexp.setConstant(kTRUE);
    } else {
      m.setVal(0.061);   // m.setConstant(kTRUE);
      n.setVal(1.6141);   if (systString == "Resummation" || systString == "TopMass")  n.setConstant(kTRUE);
      n2.setVal(1.3294);   n2.setConstant(kTRUE);
      bb.setVal(4.2761);   // bb.setConstant(kTRUE);
      T.setVal(0.0361);   // T.setConstant(kTRUE);
      bb2.setVal(1.6643);   bb2.setConstant(kTRUE);
      fexp.setVal(0.0004);   // fexp.setConstant(kTRUE);
    }
  } else if (whichtype == 1) {
    m.setVal(1.006);   // m.setConstant(kTRUE);
    n.setVal(10.939);   n.setConstant(kTRUE);
    n2.setVal(1.1448);   n2.setConstant(kTRUE);
    bb.setVal(0.02048);   bb.setConstant(kTRUE);
    T.setVal(0.16115);   if (systString.find("Mela") != string::npos) T.setConstant(kTRUE); // T.setConstant(kTRUE);
    bb2.setVal(1.0024);   bb2.setConstant(kTRUE);
    fexp.setVal(0.005);   fexp.setConstant(kTRUE);
    if (mass > 300) {
      fexp.setVal(0.0);   fexp.setConstant(kFALSE);
    }
    if (mass > 500) {
      bb2.setVal(5.0);  //  bb2.setConstant(kFALSE);
    }
    if (mass > 500) {
      bb.setVal(15.0);  //  bb.setConstant(kFALSE);
    }
  } else if (whichtype == 2) {
    if (LHCsqrts == 8) {
      m.setVal(1.0476);   // m.setConstant(kTRUE);    
      bb.setVal(3.3088);  // if (mass != 140) bb.setConstant(kTRUE);
      n2.setVal(0.7146);   n2.setConstant(kTRUE);
      n.setVal(0.9518);      n.setConstant(kTRUE);
      bb2.setVal(100000.);  bb2.setConstant(kTRUE);
      T.setVal(0.0021889);    if (systString.find("Mela") != string::npos || mass != 140) T.setConstant(kTRUE);
      fexp.setVal(0.0);    fexp.setConstant(kTRUE);
    } else {
      m.setVal(1.028);   // m.setConstant(kTRUE);    
      bb.setVal(2.91); // bb.setConstant(kTRUE);
      n2.setVal(0.7146);  n2.setConstant(kTRUE);
      n.setVal(0.9518);     n.setConstant(kTRUE);
      bb2.setVal(100000.);  bb2.setConstant(kTRUE);
      T.setVal(0.002248);   if (systString.find("Mela") != string::npos) T.setConstant(kTRUE);
      fexp.setVal(0.0);    fexp.setConstant(kTRUE);
    }
  } else if (whichtype == 3) {
    m.setVal(1.411);   // m.setConstant(kTRUE);
    n.setVal(3.4523);     n.setConstant(kTRUE);
    n2.setVal(0.6910);    n2.setConstant(kTRUE);
    bb.setVal(0.00039);  // bb.setConstant(kTRUE);
    T.setVal(0.118);   // T.setConstant(kTRUE);
    bb2.setVal(0.0224);   bb2.setConstant(kTRUE);
    fexp.setVal(0.0);   fexp.setConstant(kTRUE);
  } else if (whichtype == 4) {
    m.setVal(1.411);   // m.setConstant(kTRUE);
    n.setVal(5.756);    // n.setConstant(kTRUE);
    n2.setVal(0.8738);   // n2.setConstant(kTRUE);
    bb.setVal(0.00039);  // bb.setConstant(kTRUE);
    T.setVal(0.118);   // T.setConstant(kTRUE);
    bb2.setVal(0.0224);   bb2.setConstant(kTRUE);
    fexp.setVal(0.0);   fexp.setConstant(kTRUE);
  } else if (whichtype == 5 && LHCsqrts == 8) {
    m.setVal(1.006);   // m.setConstant(kTRUE);
    n.setVal(10.939);    n.setConstant(kTRUE);
    n2.setVal(1.1448);   n2.setConstant(kTRUE);
    bb.setVal(3.897);   bb.setConstant(kTRUE);
    T.setVal(0.1009);  // T.setConstant(kTRUE);
    bb2.setVal(1.0224);   bb2.setConstant(kTRUE);
    fexp.setVal(0.01);   fexp.setConstant(kTRUE);
  } else {
    // cout << "Entro qui" << endl;
    m.setVal(1.006);   // m.setConstant(kTRUE);
    n.setVal(10.939);    n.setConstant(kTRUE);
    n2.setVal(1.1448);   n2.setConstant(kTRUE);
    bb.setVal(0.0129);  bb.setConstant(kTRUE);
    T.setVal(0.1009);    // T.setConstant(kTRUE);
    bb2.setVal(1.0224);   bb2.setConstant(kTRUE);
    fexp.setVal(0.01);   fexp.setConstant(kTRUE);
  }
 
  
  RooModifTsallis* rt3 = new RooModifTsallis("rt3","rt3",*ptoverm,m,n,n2,bb,bb2,T,fexp);
  // ws->import(*rt3);

  // fit
  RooFitResult* fit = rt3->fitTo(*rdh,Minos(0),Save(1),SumW2Error(kTRUE),NumCPU(1));  

  float mVal = m.getVal();   
  float nVal = n.getVal();
  float n2Val = n2.getVal();
  float bbVal = bb.getVal();
  float bb2Val = bb2.getVal();
  float fexpVal = fexp.getVal();
  float TVal = T.getVal();

  if (correctErrors) {
    // Tsallis errors not reliable, use toy MC

    TH1F* mHist = new TH1F("mHist","m",21,-0.5*mVal,0.5*mVal);
    TH1F* nHist = new TH1F("nHist","n",21,-0.2*nVal,0.2*nVal);
    TH1F* n2Hist = new TH1F("n2Hist","n2",21,-0.2*n2Val,0.2*n2Val);
    TH1F* bbHist = new TH1F("bbHist","bb",21,-0.2*bbVal,0.2*bbVal);
    TH1F* bb2Hist = new TH1F("bb2Hist","bb2",21,-0.2*bb2Val,0.2*bb2Val);
    TH1F* fexpHist = new TH1F("fexpHist","fexp",21,-0.2*fexpVal-0.000001,0.2*fexpVal+0.000001);
    TH1F* THist = new TH1F("THist","T",21,-0.5*TVal,0.5*TVal);
    mHist->GetXaxis()->SetTitle("m-m_{gen}");
    nHist->GetXaxis()->SetTitle("n-n_{gen}");
    n2Hist->GetXaxis()->SetTitle("n2-n2_{gen}");
    bbHist->GetXaxis()->SetTitle("bb-bb_{gen}");
    bb2Hist->GetXaxis()->SetTitle("bb2-bb2_{gen}");
    THist->GetXaxis()->SetTitle("T-T_{gen}");
    fexpHist->GetXaxis()->SetTitle("fexp-fexp_{gen}");

    for (unsigned int iToy = 0; iToy < 200; iToy++) {

      cout << endl << "####" << endl;
      cout << "Generating toy experiment n. " << iToy+1 << endl;

      m.setVal(mVal);
      n.setVal(nVal);
      n2.setVal(n2Val);
      bb.setVal(bbVal);
      bb2.setVal(bb2Val);
      fexp.setVal(fexpVal);
      T.setVal(TVal);

      TDatime *now = new TDatime();
      Int_t seed = now->GetDate() + now->GetTime();
      cout << "RooFit Generation Seed = " << seed+iToy << endl;
      RooRandom::randomGenerator()->SetSeed(seed+iToy);
      cout << "####" << endl << endl;

      RooDataSet *dataToy = rt3->generate(RooArgSet(*ptoverm),ptovermH->GetEntries());
      RooDataHist *dataToyH = new RooDataHist("dataToyH","toy",RooArgSet(*ptoverm),*dataToy);
      
      rt3->fitTo(*dataToyH,Minos(0),SumW2Error(kTRUE),NumCPU(1));  
  
      if (fit->floatParsFinal().find("m")) mHist->Fill(m.getVal()-mVal);
      if (fit->floatParsFinal().find("n")) nHist->Fill(n.getVal()-nVal);
      if (fit->floatParsFinal().find("n2")) n2Hist->Fill(n2.getVal()-n2Val);
      if (fit->floatParsFinal().find("bb")) bbHist->Fill(bb.getVal()-bbVal);
      if (fit->floatParsFinal().find("bb2")) bb2Hist->Fill(bb2.getVal()-bb2Val);
      if (fit->floatParsFinal().find("fexp")) fexpHist->Fill(fexp.getVal()-fexpVal);
      if (fit->floatParsFinal().find("T")) THist->Fill(T.getVal()-TVal);
    }

    TCanvas cant("cant","Test canvas",5.,5.,900.,500.);
    cant.Divide(4,2);
    cant.cd(1);   mHist->Draw();
    cant.cd(2);   nHist->Draw();
    cant.cd(3);   n2Hist->Draw();
    cant.cd(4);   bbHist->Draw();
    cant.cd(5);   bb2Hist->Draw();
    cant.cd(6);   fexpHist->Draw();
    cant.cd(7);   THist->Draw();
    // cant.SaveAs("figs/testToys.pdf");
    cant.SaveAs("newfigs/testToys.pdf");

    if (fit->floatParsFinal().find("m")) m.setError(mHist->GetRMS());
    if (fit->floatParsFinal().find("n")) n.setError(nHist->GetRMS());
    if (fit->floatParsFinal().find("n2")) n2.setError(n2Hist->GetRMS());
    if (fit->floatParsFinal().find("bb")) bb.setError(bbHist->GetRMS());
    if (fit->floatParsFinal().find("bb2")) bb2.setError(bb2Hist->GetRMS());
    if (fit->floatParsFinal().find("fexp")) fexp.setError(fexpHist->GetRMS());
    if (fit->floatParsFinal().find("T")) T.setError(THist->GetRMS());
  }

  m.setVal(mVal);
  n.setVal(nVal);
  n2.setVal(n2Val);
  bb.setVal(bbVal);
  bb2.setVal(bb2Val);
  fexp.setVal(fexpVal);
  T.setVal(TVal);

  char fileToSave[200];
  // if (changeParName != "") 
  //  sprintf(fileToSave,"text/paramsPTOverMCJLST_%s_%dTeV_%s_%s.txt",nameSample[whichtype].c_str(),LHCsqrts,systString.c_str(),changeParName.c_str()); 
  // else 
  sprintf(fileToSave,"text/paramsPTOverMCJLST_%s%d_%dTeV_%s.txt",nameSample[whichtype].c_str(),mass,LHCsqrts,systString.c_str());
  ofstream os1(fileToSave);
  if (changeParName != "") {
    sprintf(fileToSave,"m%s",changeParName.c_str());  m.SetName(fileToSave);
    sprintf(fileToSave,"n%s",changeParName.c_str());  n.SetName(fileToSave);
    sprintf(fileToSave,"n2%s",changeParName.c_str());  n2.SetName(fileToSave);
    sprintf(fileToSave,"bb%s",changeParName.c_str());  bb.SetName(fileToSave);
    sprintf(fileToSave,"bb2%s",changeParName.c_str());  bb2.SetName(fileToSave);
    sprintf(fileToSave,"fexp%s",changeParName.c_str());  fexp.SetName(fileToSave);
    sprintf(fileToSave,"T%s",changeParName.c_str());  T.SetName(fileToSave);
  }
  (RooArgSet(m,n,n2,bb,bb2,fexp,T)).writeToStream(os1,false);
  os1.close();

  RooRealVar mup("mup","emme", 1.,0.01, 30.);
  RooRealVar nup("nup","enne", 0.93, 0.5, 15.);
  RooRealVar n2up("n2up","enne2", 0.75, 0.5, 15.);
  RooRealVar bbup("bbup","bibi",0.02, 0.00005, 20.0);
  RooRealVar Tup("Tup","tti",0.2,0.00000005,1.);
  RooRealVar bb2up("bb2up","bibi2",0.02, 0.0005, 10.0);
  RooRealVar fexpup("fexpup","f_exp",0.02, 0.0, 1.0);
 
  RooModifTsallis* rt3up = new RooModifTsallis("rt3up","rt3up",*ptoverm,mup,nup,n2up,bbup,bb2up,Tup,fexpup);
  // ws->import(*rt3up);
 
  RooRealVar mdown("mdown","emme", 1.,0.01, 30.);
  RooRealVar ndown("ndown","enne", 0.93, 0.5, 15.);
  RooRealVar n2down("n2down","enne2", 0.75, 0.5, 15.);
  RooRealVar bbdown("bbdown","bibi",0.02, 0.00005, 20.0);
  RooRealVar Tdown("Tdown","tti",0.2,0.00000005,1.);
  RooRealVar bb2down("bb2down","bibi2",0.02, 0.0005, 10.0);
  RooRealVar fexpdown("fexpdown","f_exp",0.02, 0.0, 1.0);

  RooModifTsallis* rt3down = new RooModifTsallis("rt3down","rt3down",*ptoverm,mdown,ndown,n2down,bbdown,bb2down,Tdown,fexpdown);
  // ws->import(*rt3down);

  RooPlot *frame = ptoverm->frame();

  char reducestr[300];
  sprintf(reducestr,"ptoverm > %f && ptoverm < %f",ptoverm->getMin(),ptoverm->getMax());
  
  rdh->plotOn(frame,DataError(RooAbsData::SumW2),Cut(reducestr));
  static RooHist *hpull;
  float chi2 = 0.;

  if (changeParName == "") {
    sprintf(fileToSave,"text/paramsPTOverMCJLST_%s%d_%dTeV_Default.txt",nameSample[whichtype].c_str(),mass,LHCsqrts);
    ifstream is1(fileToSave);
    (RooArgSet(mup,nup,n2up,bbup,bb2up,fexpup,Tup)).readFromStream(is1,false);

    mdown.setVal(fabs(3*mup.getVal() - 2*m.getVal()));
    ndown.setVal(fabs(3*nup.getVal() - 2*n.getVal()));
    n2down.setVal(fabs(3*n2up.getVal() - 2*n2.getVal()));
    bbdown.setVal(fabs(3*bbup.getVal() - 2*bb.getVal()));
    Tdown.setVal(fabs(3*Tup.getVal() - 2*T.getVal()));
    bb2down.setVal(fabs(3*bb2up.getVal() - 2*bb2.getVal()));
    fexpdown.setVal(fabs(3*fexpup.getVal() - 2*fexp.getVal()));

    if (showErrorPDFs) {
      rt3->plotOn(frame,LineColor(kRed),LineStyle(kDashed),Normalization(rdh->sumEntries(),RooAbsReal::NumEvent));
      hpull = frame->pullHist();
      rt3up->plotOn(frame,LineColor(kBlue),Normalization(rdh->sumEntries(),RooAbsReal::NumEvent));
      if (systString.find("Mela") == string::npos) rt3down->plotOn(frame,LineColor(kRed),LineStyle(kDashed),Normalization(rdh->sumEntries(),RooAbsReal::NumEvent));
    } else {
      rt3->plotOn(frame,LineColor(kBlue),Normalization(rdh->sumEntries(),RooAbsReal::NumEvent));
      hpull = frame->pullHist();
    }
  } else {
    mup.setVal(m.getVal() + m.getError());   cout << "mup = " << mup.getVal() << endl;
    nup.setVal(n.getVal() + n.getError());
    n2up.setVal(n2.getVal() + n2.getError());
    bbup.setVal(bb.getVal() + bb.getError());
    Tup.setVal(T.getVal() + T.getError());
    bb2up.setVal(bb2.getVal() + bb2.getError());
    fexpup.setVal(fexp.getVal() + fexp.getError());

    mdown.setVal(m.getVal() - m.getError());  cout << "mdown = " << mdown.getVal() << endl;
    ndown.setVal(n.getVal() - n.getError());
    n2down.setVal(n2.getVal() - n2.getError());
    bbdown.setVal(bb.getVal() - bb.getError());
    Tdown.setVal(T.getVal() - T.getError());
    bb2down.setVal(bb2.getVal() - bb2.getError());
    fexpdown.setVal(fexp.getVal() - fexp.getError());

    rt3->plotOn(frame,LineColor(kBlue),Normalization(rdh->sumEntries(),RooAbsReal::NumEvent));
    hpull = frame->pullHist();
    if (showErrorPDFs) {
      rt3up->plotOn(frame,LineColor(kRed),LineStyle(kDashed),Normalization(rdh->sumEntries(),RooAbsReal::NumEvent));
      rt3down->plotOn(frame,LineColor(kRed),LineStyle(kDashed),Normalization(rdh->sumEntries(),RooAbsReal::NumEvent));
    }
  }

  double *ypulls = hpull->GetY();
  unsigned int nBins = rdh->numEntries();
  unsigned int nFullBins = 0;
  for (unsigned int i = 0; i < nBins; i++) {
    cout << "Pull of bin " << i << " = " << ypulls[i] << endl;
    if (fabs(ypulls[i]) < 5.0) chi2 += ypulls[i]*ypulls[i]; 
    cout << "Partial chi2 = " << chi2 << endl;
    if (fabs(ypulls[i]) > 0.0001 && fabs(ypulls[i]) < 5.0) nFullBins++;
  }
  for (unsigned int i = 0; i < nBins; i++) {
    if (fabs(ypulls[i]) < 0.0001) ypulls[i] = 999.; 
    hpull->SetPointError(i,0.,0.,0.,0.);
  } 
  int nFitPar = fit->floatParsFinal().getSize() - 1;

  TCanvas can("can","The canvas",5.,5.,500.,900.); 
  can.Divide(1,3);

  TLatex *t = new TLatex();
  t->SetNDC();
  t->SetTextAlign(22);
  t->SetTextSize(0.06);

  can.cd(1);
  gPad->SetBottomMargin(0.0);
  frame->Draw();
  // gPad->SetLogy(); 
  // Htest->Draw();
  sprintf(fileToSave,"%s %d GeV at %d TeV",nameSample[whichtype].c_str(),mass,LHCsqrts);
  t->DrawLatex(0.6,0.8,fileToSave); 

  can.cd(2);
  gPad->SetLogy(); 
  gPad->SetTopMargin(0.0);
  frame->Draw();
 
  RooPlot* pull = ptoverm->frame(Title("Pull Distribution")) ;
  pull->GetYaxis()->SetTitle("Pull");
  /* pull->SetLabelSize(0.08,"XYZ");
  pull->SetTitleSize(0.08,"XYZ");
  pull->SetTitleOffset(0.6,"Y");
  pull->SetTitleOffset(1.0,"X"); */
  pull->addPlotable(hpull,"P") ; 
  pull->SetMinimum(-6.); 
  pull->SetMaximum(6.); 

  can.cd(3);
  gPad->SetGridy();
  pull->Draw();
  sprintf(fileToSave,"#chi^{2}/n_{DoF} = %4.1f/%d",chi2,nFullBins - nFitPar);
  if (chi2 < 1000.) t->DrawLatex(0.80,0.86,fileToSave);

  // sprintf(fileToSave,"figs/fitPTOverMCJLST_%s%d_%dTeV_%s.pdf",nameSample[whichtype].c_str(),mass,LHCsqrts,systString.c_str());
  sprintf(fileToSave,"newfigs/fitPTOverMCJLST_%s%d_%dTeV_%s.pdf",nameSample[whichtype].c_str(),mass,LHCsqrts,systString.c_str());
  can.SaveAs(fileToSave);

}