コード例 #1
0
ファイル: th2polyUSA.C プロジェクト: My-Source/root
void th2polyUSA()
{
   Int_t i, bin;
   const Int_t nx = 48;
   char *states [nx] = {
      "alabama",      "arizona",        "arkansas",       "california",
      "colorado",     "connecticut",    "delaware",       "florida",
      "georgia",      "idaho",          "illinois",       "indiana",
      "iowa",         "kansas",         "kentucky",       "louisiana",
      "maine",        "maryland",       "massachusetts",  "michigan",
      "minnesota",    "mississippi",    "missouri",       "montana",
      "nebraska",     "nevada",         "new_hampshire",  "new_jersey",
      "new_mexico",   "new_york",       "north_carolina", "north_dakota",
      "ohio",         "oklahoma",       "oregon",         "pennsylvania",
      "rhode_island", "south_carolina", "south_dakota",   "tennessee",
      "texas",        "utah",           "vermont",        "virginia",
      "washington",   "west_virginia",  "wisconsin",      "wyoming"
   };
   Float_t pop[nx] = {
    4708708, 6595778,  2889450, 36961664, 5024748,  3518288,  885122, 18537969,
    9829211, 1545801, 12910409,  6423113, 3007856,  2818747, 4314113,  4492076,
    1318301, 5699478,  6593587,  9969727, 5266214,  2951996, 5987580,   974989,
    1796619, 2643085,  1324575,  8707739, 2009671, 19541453, 9380884,   646844,
   11542645, 3687050,  3825657, 12604767, 1053209,  4561242,  812383,  6296254,
   24782302, 2784572,   621760,  7882590, 6664195,  1819777, 5654774,   544270
   };

   gStyle->SetCanvasPreferGL(true);
   TCanvas *usa = new TCanvas("USA", "USA");
   usa->ToggleEventStatus();
   Double_t lon1 = -130;
   Double_t lon2 = -65;
   Double_t lat1 = 24;
   Double_t lat2 = 50;
   TH2Poly *p = new TH2Poly("USA","USA Population",lon1,lon2,lat1,lat2);

   TFile *f;
   f = TFile::Open("http://root.cern.ch/files/usa.root");

   // Define the TH2Poly bins.
   TMultiGraph *mg;
   TKey *key;
   TIter nextkey(gDirectory->GetListOfKeys());
   while (key = (TKey*)nextkey()) {
      obj = key->ReadObj();
      if (obj->InheritsFrom("TMultiGraph")) {
         mg = (TMultiGraph*)obj;
         bin = p->AddBin(mg);
      }
   }

   // Fill TH2Poly.
   for (i=0; i<nx; i++) p->Fill(states[i], pop[i]);

   gStyle->SetOptStat(11);
   gStyle->SetPalette(1);
   p->Draw("gllego");
}
コード例 #2
0
ファイル: th2polyHoneycomb.C プロジェクト: Y--/root
void th2polyHoneycomb(){
   gStyle->SetCanvasPreferGL(true);
   TH2Poly *hc = new TH2Poly();
   hc->Honeycomb(0,0,.1,25,25);

   TRandom ran;
   for (int i = 0; i<30000; i++) {
      hc->Fill(ran.Gaus(2.,1), ran.Gaus(2.,1));
   }

   hc->Draw("gllego");
}
コード例 #3
0
ファイル: th2polyEurope.C プロジェクト: davidlt/root
void th2polyEurope(Int_t npoints=500000)
{
   Int_t i,j;
   Double_t lon1 = -25;
   Double_t lon2 =  35;
   Double_t lat1 =  34;
   Double_t lat2 =  72;
   Double_t R = (lat2-lat1)/(lon2-lon1);
   Int_t W    = 800;
   Int_t H    = (Int_t)(R*800);
   gStyle->SetStatX(0.28);
   gStyle->SetStatY(0.45);
   gStyle->SetStatW(0.15);

   // Canvas used to draw TH2Poly (the map)
   TCanvas *ce = new TCanvas("ce", "ce",0,0,W,H);
   ce->ToggleEventStatus();
   ce->SetGridx();
   ce->SetGridy();

   // Real surfaces taken from Wikipedia.
   const Int_t nx = 36;
   // see http://en.wikipedia.org/wiki/Area_and_population_of_European_countries
   const char *countries[nx] = {
      "france",     "spain",  "sweden",  "germany",       "finland",
      "norway",     "poland", "italy",   "yugoslavia",    "united_kingdom",
      "romania",    "belarus","greece",  "czechoslovakia","bulgaria",
      "iceland",    "hungary","portugal","austria",       "ireland",
      "lithuania",  "latvia", "estonia", "denmark",       "netherlands",
      "switzerland","moldova","belgium", "albania",       "cyprus",
      "luxembourg", "andorra","malta",   "liechtenstein", "san_marino", "monaco" };
   Float_t surfaces[nx] = {
      547030,        505580,   449964,      357021,        338145,
      324220,        312685,   301230,      255438,        244820,
      237500,        207600,   131940,      127711,        110910,
      103000,         93030,    89242,       83870,         70280,
      65200,         64589,    45226,       43094,         41526,
      41290,         33843,    30528,       28748,          9250,
      2586,           468,      316,         160,            61, 2};

   TH1F *h = new TH1F("h","Countries surfaces (in km^{2})",3,0,3);
   for (i=0; i<nx; i++) h->Fill(countries[i], surfaces[i]);
   h->LabelsDeflate();

   TFile::SetCacheFileDir(".");
   TFile *f;
   f = TFile::Open("http://root.cern.ch/files/europe.root","cacheread");

   if (!f) {
      printf("Cannot access europe.root. Is internet working ?\n");
      return;
   }

   TH2Poly *p = new TH2Poly(
             "Europe",
             "Europe (bin contents are normalized to the surfaces in km^{2})",
             lon1,lon2,lat1,lat2);
   p->GetXaxis()->SetNdivisions(520);
   p->GetXaxis()->SetTitle("longitude");
   p->GetYaxis()->SetTitle("latitude");

   p->SetContour(100);

   TMultiGraph *mg;
   TKey *key;
   TIter nextkey(gDirectory->GetListOfKeys());
   while ((key = (TKey*)nextkey())) {
      TObject *obj = key->ReadObj();
      if (obj->InheritsFrom("TMultiGraph")) {
         mg = (TMultiGraph*)obj;
         p->AddBin(mg);
      }
   }

   TRandom r;
   Double_t longitude, latitude;
   Double_t x, y, pi4 = TMath::Pi()/4, alpha = TMath::Pi()/360;

   gBenchmark->Start("Partitioning");
   p->ChangePartition(100, 100);
   gBenchmark->Show("Partitioning");

   // Fill TH2Poly according to a Mercator projection.
   gBenchmark->Start("Filling");
   for (i=0; i<npoints; i++) {
      longitude = r.Uniform(lon1,lon2);
      latitude  = r.Uniform(lat1,lat2);
      x         = longitude;
      y         = 38*TMath::Log(TMath::Tan(pi4+alpha*latitude));
      p->Fill(x,y);
   }
   gBenchmark->Show("Filling");

   Int_t nbins = p->GetNumberOfBins();
   Double_t maximum = p->GetMaximum();


   // h2 contains the surfaces computed from TH2Poly.
   TH1F *h2 = (TH1F *)h->Clone("h2");
   h2->Reset();
   for (j=0; j<nx; j++) {
      for (i=0; i<nbins; i++) {
         if (strstr(countries[j],p->GetBinName(i+1))) {
            h2->Fill(countries[j],p->GetBinContent(i+1));
            h2->SetBinError(j, p->GetBinError(i+1));
         }
      }
   }

   // Normalize the TH2Poly bin contents to the real surfaces.
   Double_t scale = surfaces[0]/maximum;
   for (i=0; i<nbins; i++) p->SetBinContent(i+1, scale*p->GetBinContent(i+1));

   gStyle->SetOptStat(1111);
   p->Draw("COLZ");

   TCanvas *c1 = new TCanvas("c1", "c1",W+10,0,W-20,H);
   c1->SetRightMargin(0.047);

   scale = h->GetMaximum()/h2->GetMaximum();

   h->SetStats(0);
   h->SetLineColor(kRed-3);
   h->SetLineWidth(2);
   h->SetMarkerStyle(20);
   h->SetMarkerColor(kBlue);
   h->SetMarkerSize(0.8);
   h->Draw("LP");
   h->GetXaxis()->SetLabelFont(42);
   h->GetXaxis()->SetLabelSize(0.03);
   h->GetYaxis()->SetLabelFont(42);

   h2->Scale(scale);
   Double_t scale2=TMath::Sqrt(scale);
   for (i=0; i<nx; i++) h2->SetBinError(i+1, scale2*h2->GetBinError(i+1));
   h2->Draw("E SAME");
   h2->SetMarkerStyle(20);
   h2->SetMarkerSize(0.8);

   TLegend *leg = new TLegend(0.5,0.67,0.92,0.8,NULL,"NDC");
   leg->SetTextFont(42);
   leg->SetTextSize(0.025);
   leg->AddEntry(h,"Real countries surfaces from Wikipedia (in km^{2})","lp");
   leg->AddEntry(h2,"Countries surfaces from TH2Poly (with errors)","lp");
   leg->Draw();
   leg->Draw();

   Double_t wikiSum = h->Integral();
   Double_t polySum = h2->Integral();
   Double_t error = TMath::Abs(wikiSum-polySum)/wikiSum;
   printf("THPoly Europe surface estimation error wrt wikipedia = %f per cent when using %d points\n",100*error,npoints);
}
コード例 #4
0
void plotGJetsScaleFactorSystematics(string label) {

  TFile *inf = new TFile(Form("data/ScaleFactors/RazorMADD2015/RazorScaleFactors_%s.root",label.c_str()),"READ");

  TH2Poly *ttbarNominal = (TH2Poly*)inf->Get("TTJetsScaleFactors");
  TH2Poly *ttbarUp = (TH2Poly*)inf->Get("TTJetsScaleFactorsUp");
  TH2Poly *ttbarDown = (TH2Poly*)inf->Get("TTJetsScaleFactorsDown");
  TH2Poly *wNominal = (TH2Poly*)inf->Get("WJetsScaleFactors");
  TH2Poly *wUp = (TH2Poly*)inf->Get("WJetsScaleFactorsUp");
  TH2Poly *wDown = (TH2Poly*)inf->Get("WJetsScaleFactorsDown");
  TH2Poly *wInvNominal = (TH2Poly*)inf->Get("WJetsInvScaleFactors");
  TH2Poly *wInvUp = (TH2Poly*)inf->Get("WJetsInvScaleFactorsUp");
  TH2Poly *wInvDown = (TH2Poly*)inf->Get("WJetsInvScaleFactorsDown");
  TH2Poly *GJetInvNominal = (TH2Poly*)inf->Get("GJetsInvScaleFactors");

  TCanvas *cv = 0;
  gStyle->SetPaintTextFormat("4.2f");

  //****************************************************
  //Systematic Uncertainty and GJets Down SF Histogram
  //****************************************************
  TH2Poly *GJetsSystematicUnc = (TH2Poly*)GJetInvNominal->Clone("GJetsSystematicUnc");
  TH2Poly *GJetsScaleFactor_Down = (TH2Poly*)GJetInvNominal->Clone("GJetsInvScaleFactors_Down");

  //Get bins of each histogram
  TList *wInvBins = wInvNominal->GetBins();
  TList *gInvBins = GJetInvNominal->GetBins();

  //Loop over GJets bins
  TH2PolyBin *gBin, *wBin; //temp variables to hold bin info
  for (int i = 1; i < GJetsSystematicUnc->GetNumberOfBins()+1; ++i) {

      //Get GJets bin
      gBin = (TH2PolyBin*)gInvBins->At(i-1);

      cout << "In bin " << i << " of GJets histogram" << endl;
      //cout << gBin->GetXMin() << " " << gBin->GetXMax() << " " << gBin->GetYMin() << " " << gBin->GetYMax() << endl;

      //Find out which WJets bin we are in
      int wBinNum = -1;
      for (int j = 1; j < wInvNominal->GetNumberOfBins()+1; ++j) {

          //Get WJets bin
          wBin = (TH2PolyBin*)wInvBins->At(j-1);

          //cout << "In bin " << j << " of WJets histogram" << endl;
          //cout << wBin->GetXMin() << " " << wBin->GetXMax() << " " << wBin->GetYMin() << " " << wBin->GetYMax() << endl;

          //Check if this GJets bin is inside this WJets bin
          if ( gBin->GetXMin() >= wBin->GetXMin() &&
               gBin->GetXMax() <= wBin->GetXMax() &&
               gBin->GetYMin() >= wBin->GetYMin() &&
               gBin->GetYMax() <= wBin->GetYMax() ) {
              cout << "This GJets bin is inside bin " << j << " of WJets histogram" << endl;
              wBinNum = j;
              break;
          }
      }

      double gjet = GJetInvNominal->GetBinContent(i);
      double wjet = wInvNominal->GetBinContent(wBinNum);

      //Set bin content of each histogram
      GJetsSystematicUnc->SetBinContent(i, (gjet - wjet)/gjet );
      GJetsScaleFactor_Down->SetBinContent(i, gjet - (wjet - gjet) );

      cout << "Bin " << i << " : " << gjet << " , " << wjet << " , " <<  gjet - (wjet - gjet) << "\n";
  }

  cv = new TCanvas("cv","cv", 800,600);
  gStyle->SetPalette(1);
  GJetsSystematicUnc->Draw("colztext");
  cv->SetLogx();
  cv->SetLogy();
  cv->SetRightMargin(0.175);
  cv->SetBottomMargin(0.12);
  GJetsSystematicUnc->GetXaxis()->SetRangeUser(400,4000);
  GJetsSystematicUnc->GetYaxis()->SetRangeUser(0.25,1.5);
  GJetsSystematicUnc->GetZaxis()->SetTitle("Systematic Uncertainty");
  GJetsSystematicUnc->GetXaxis()->SetTitle("M_{R} [GeV/c^{2}]");
  GJetsSystematicUnc->GetYaxis()->SetTitle("R^{2}");
  GJetsSystematicUnc->SetTitle("");
  GJetsSystematicUnc->GetZaxis()->SetLabelSize(0.05);
  GJetsSystematicUnc->GetZaxis()->SetTitleSize(0.05);
  GJetsSystematicUnc->GetXaxis()->SetLabelSize(0.05);
  GJetsSystematicUnc->GetXaxis()->SetTitleSize(0.05);
  GJetsSystematicUnc->GetXaxis()->SetTitleOffset(0.8);
  GJetsSystematicUnc->GetYaxis()->SetLabelSize(0.05);
  GJetsSystematicUnc->GetYaxis()->SetTitleSize(0.05);
  GJetsSystematicUnc->GetYaxis()->SetTitleOffset(0.8);
  GJetsSystematicUnc->SetStats(false);
  GJetsSystematicUnc->SetMaximum(1.0);
  GJetsSystematicUnc->SetMinimum(-1.0);

  lumi_13TeV = "35.9 fb^{-1}";
  writeExtraText = true;
  relPosX = 0.13;
  lumiTextSize = 0.5;
  cmsTextSize = 0.6;
  extraOverCmsTextSize = 0.85;
  CMS_lumi(cv,4,0);
  cv->SaveAs(Form("GJetsVsWJetsSystematic_%s.png",label.c_str()));
  cv->SaveAs(Form("GJetsVsWJetsSystematic_%s.pdf",label.c_str()));

  TFile *outf = new TFile(Form("data/ScaleFactors/RazorMADD2015/RazorScaleFactors_%s.root",label.c_str()),"UPDATE");
  outf->WriteTObject(GJetsScaleFactor_Down, GJetsScaleFactor_Down->GetName(), "WRITEDELETE");
  outf->Close();

}
コード例 #5
0
void plotScaleFactor(string label) {

  TFile *inf = new TFile(Form("data/ScaleFactors/RazorMADD2015/RazorScaleFactors_%s.root",label.c_str()),"READ");
  inf->ls();
  TH2Poly *ttbarNominal = (TH2Poly*)inf->Get("TTJetsScaleFactors");
  TH2Poly *ttbarUp = (TH2Poly*)inf->Get("TTJetsScaleFactorsUp");
  TH2Poly *ttbarDown = (TH2Poly*)inf->Get("TTJetsScaleFactorsDown");
  TH2Poly *wNominal = (TH2Poly*)inf->Get("WJetsScaleFactors");
  TH2Poly *wUp = (TH2Poly*)inf->Get("WJetsScaleFactorsUp");
  TH2Poly *wDown = (TH2Poly*)inf->Get("WJetsScaleFactorsDown");
  TH2Poly *wInvNominal = (TH2Poly*)inf->Get("WJetsInvScaleFactors");
  TH2Poly *wInvUp = (TH2Poly*)inf->Get("WJetsInvScaleFactorsUp");
  TH2Poly *wInvDown = (TH2Poly*)inf->Get("WJetsInvScaleFactorsDown");
  TH2Poly *GJetInvNominal = (TH2Poly*)inf->Get("GJetsInvScaleFactors");

  TCanvas *cv = 0;
  gStyle->SetPaintTextFormat("4.2f");

  //****************************************************
  //Plot GJetsInv Scale Factors
  //****************************************************
  cv = new TCanvas("cv","cv", 800,600);
  cv->cd();
  gStyle->SetPalette(53);
  GJetInvNominal->Draw("colztexte1");
  cv->SetLogx();
  cv->SetLogy();
  cv->SetRightMargin(0.175);
  cv->SetBottomMargin(0.12);
  GJetInvNominal->GetXaxis()->SetRangeUser(400,4000);
  GJetInvNominal->GetYaxis()->SetRangeUser(0.25,1.5);
  GJetInvNominal->GetZaxis()->SetTitle("Data to MC Correction Factor");
  GJetInvNominal->GetXaxis()->SetTitle("M_{R} [GeV/c^{2}]");
  GJetInvNominal->GetYaxis()->SetTitle("R^{2}");
  GJetInvNominal->SetTitle("");
  GJetInvNominal->GetZaxis()->SetLabelSize(0.05);
  GJetInvNominal->GetZaxis()->SetTitleSize(0.05);
  GJetInvNominal->GetXaxis()->SetLabelSize(0.05);
  GJetInvNominal->GetXaxis()->SetTitleSize(0.05);
  GJetInvNominal->GetXaxis()->SetTitleOffset(0.8);
  GJetInvNominal->GetYaxis()->SetLabelSize(0.05);
  GJetInvNominal->GetYaxis()->SetTitleSize(0.05);
  GJetInvNominal->GetYaxis()->SetTitleOffset(0.8);
  GJetInvNominal->SetStats(false);
  GJetInvNominal->SetMaximum(1.8);
  GJetInvNominal->SetMinimum(0.35);

  lumi_13TeV = "35.9 fb^{-1}";
  writeExtraText = true;
  relPosX = 0.13;
  lumiTextSize = 0.5;
  cmsTextSize = 0.6;
  extraOverCmsTextSize = 0.85;
  CMS_lumi(cv,4,0);
  cv->SaveAs(Form("GJetsInvScaleFactor_CorrectedToMultiJet_%s.png",label.c_str()));
  cv->SaveAs(Form("GJetsInvScaleFactor_CorrectedToMultiJet_%s.pdf",label.c_str()));

  TH2Poly *GJetInvUncertainties = (TH2Poly*)GJetInvNominal->Clone("GJetInvUncertainties");
  for (int i=1; i<GJetInvUncertainties->GetNumberOfBins()+1; ++i) {
    GJetInvUncertainties->SetBinContent(i,100*GJetInvNominal->GetBinError(i) / GJetInvNominal->GetBinContent(i));
    cout << i << " : " << GJetInvNominal->GetBinError(i) << " " << GJetInvNominal->GetBinContent(i) << " : " << GJetInvNominal->GetBinError(i) / GJetInvNominal->GetBinContent(i) << "\n";
  }

  cv = new TCanvas("cv","cv", 800,600);
  gStyle->SetPalette(1);
  gStyle->SetPaintTextFormat("4.0f");
  GJetInvUncertainties->Draw("colztext");
  cv->SetLogx();
  cv->SetLogy();
  cv->SetRightMargin(0.175);
  cv->SetBottomMargin(0.12);
  GJetInvUncertainties->SetMarkerSize(2.0);
  GJetInvUncertainties->SetTitle("");
  GJetInvUncertainties->GetXaxis()->SetTitle("M_{R} [GeV/c^{2}]");
  GJetInvUncertainties->GetYaxis()->SetTitle("R^{2}");
  GJetInvUncertainties->GetXaxis()->SetRangeUser(400,4000);
  GJetInvUncertainties->GetYaxis()->SetRangeUser(0.25,1.5);
  GJetInvUncertainties->GetZaxis()->SetTitle("Systematic Uncertainty (%)");
  GJetInvUncertainties->GetZaxis()->SetLabelSize(0.05);
  GJetInvUncertainties->GetZaxis()->SetTitleSize(0.05);
  GJetInvUncertainties->GetXaxis()->SetLabelSize(0.05);
  GJetInvUncertainties->GetXaxis()->SetTitleSize(0.05);
  GJetInvUncertainties->GetXaxis()->SetTitleOffset(0.8);
  GJetInvUncertainties->GetYaxis()->SetLabelSize(0.05);
  GJetInvUncertainties->GetYaxis()->SetTitleSize(0.05);
  GJetInvUncertainties->GetYaxis()->SetTitleOffset(0.8);
  GJetInvUncertainties->SetStats(false);
  GJetInvUncertainties->SetMaximum(50);
  GJetInvUncertainties->SetMinimum(0.0);
  lumi_13TeV = "35.9 fb^{-1}";
  writeExtraText = true;
  relPosX = 0.13;
  lumiTextSize = 0.5;
  cmsTextSize = 0.6;
  extraOverCmsTextSize = 0.85;
  CMS_lumi(cv,4,0);
  cv->SaveAs(Form("GJetsInvScaleFactorUncertainty_%s.png",label.c_str()));
  cv->SaveAs(Form("GJetsInvScaleFactorUncertainty_%s.pdf",label.c_str()));



  //****************************************************
  //Plot WJetsInv Scale Factors
  //****************************************************
  cv = new TCanvas("cv","cv", 800,600);
  gStyle->SetPalette(53);
  gStyle->SetPaintTextFormat("4.2f");
  wInvNominal->Draw("colztexte1");
  cv->SetLogx();
  cv->SetLogy();
  cv->SetRightMargin(0.175);
  cv->SetBottomMargin(0.12);
  wInvNominal->GetXaxis()->SetRangeUser(300,4000);
  wInvNominal->GetYaxis()->SetRangeUser(0.15,1.5);
  wInvNominal->GetZaxis()->SetTitle("Data to MC Correction Factor");
  wInvNominal->GetZaxis()->SetLabelSize(0.05);
  wInvNominal->GetZaxis()->SetTitleSize(0.05);
  wInvNominal->GetXaxis()->SetLabelSize(0.05);
  wInvNominal->GetXaxis()->SetTitleSize(0.05);
  wInvNominal->GetXaxis()->SetTitleOffset(0.8);
  wInvNominal->GetYaxis()->SetLabelSize(0.05);
  wInvNominal->GetYaxis()->SetTitleSize(0.05);
  wInvNominal->GetYaxis()->SetTitleOffset(0.8);
  wInvNominal->SetStats(false);
  wInvNominal->SetMaximum(1.8);
  wInvNominal->SetMinimum(0.0);


  lumi_13TeV = "35.9 fb^{-1}";
  writeExtraText = true;
  relPosX = 0.13;
  lumiTextSize = 0.5;
  cmsTextSize = 0.6;
  extraOverCmsTextSize = 0.85;
  CMS_lumi(cv,4,0);
  cv->SaveAs(Form("WJetsInvScaleFactor_CorrectedToMultiJet_%s.png",label.c_str()));
  cv->SaveAs(Form("WJetsInvScaleFactor_CorrectedToMultiJet_%s.pdf",label.c_str()));




 //****************************************************
  //Plot WJets Scale Factors
  //****************************************************
  cv = new TCanvas("cv","cv", 800,600);
  gStyle->SetPalette(53);
  wNominal->Draw("colztexte1");
  cv->SetLogx();
  cv->SetLogy();
  cv->SetRightMargin(0.175);
  cv->SetBottomMargin(0.12);
  wNominal->GetXaxis()->SetRangeUser(300,4000);
  wNominal->GetYaxis()->SetRangeUser(0.15,1.5);
  wNominal->GetZaxis()->SetTitle("Data to MC Correction Factor");
  wNominal->GetZaxis()->SetLabelSize(0.05);
  wNominal->GetZaxis()->SetTitleSize(0.05);
  wNominal->GetXaxis()->SetLabelSize(0.05);
  wNominal->GetXaxis()->SetTitleSize(0.05);
  wNominal->GetXaxis()->SetTitleOffset(0.8);
  wNominal->GetYaxis()->SetLabelSize(0.05);
  wNominal->GetYaxis()->SetTitleSize(0.05);
  wNominal->GetYaxis()->SetTitleOffset(0.8);
  wNominal->SetStats(false);
  wNominal->SetMaximum(1.8);
  wNominal->SetMinimum(0.35);

  lumi_13TeV = "35.9 fb^{-1}";
  writeExtraText = true;
  relPosX = 0.13;
  lumiTextSize = 0.5;
  cmsTextSize = 0.6;
  extraOverCmsTextSize = 0.85;
  CMS_lumi(cv,4,0);
  cv->SaveAs(Form("WJetsScaleFactor_CorrectedToMultiJet_%s.png",label.c_str()));
  cv->SaveAs(Form("WJetsScaleFactor_CorrectedToMultiJet_%s.pdf",label.c_str()));




  TH2Poly *WJetsUncertainties = (TH2Poly*)wNominal->Clone("WJetsUncertainties");
  for (int i=1; i<WJetsUncertainties->GetNumberOfBins()+1; ++i) {
    WJetsUncertainties->SetBinContent(i,100*wNominal->GetBinError(i) / wNominal->GetBinContent(i));
  }

  cv = new TCanvas("cv","cv", 800,600);
  gStyle->SetPalette(1);
  gStyle->SetPaintTextFormat("4.0f");
  WJetsUncertainties->Draw("colztext");
  cv->SetLogx();
  cv->SetLogy();
  cv->SetRightMargin(0.175);
  cv->SetBottomMargin(0.12);
  WJetsUncertainties->SetMarkerSize(2.0);
  WJetsUncertainties->SetTitle("");
  WJetsUncertainties->GetXaxis()->SetTitle("M_{R} [GeV/c^{2}]");
  WJetsUncertainties->GetYaxis()->SetTitle("R^{2}");
  WJetsUncertainties->GetXaxis()->SetRangeUser(300,4000);
  WJetsUncertainties->GetYaxis()->SetRangeUser(0.15,1.5);
  WJetsUncertainties->GetZaxis()->SetTitle("Systematic Uncertainty (%)");
  WJetsUncertainties->GetZaxis()->SetLabelSize(0.05);
  WJetsUncertainties->GetZaxis()->SetTitleSize(0.05);
  WJetsUncertainties->GetXaxis()->SetLabelSize(0.05);
  WJetsUncertainties->GetXaxis()->SetTitleSize(0.05);
  WJetsUncertainties->GetXaxis()->SetTitleOffset(0.8);
  WJetsUncertainties->GetYaxis()->SetLabelSize(0.05);
  WJetsUncertainties->GetYaxis()->SetTitleSize(0.05);
  WJetsUncertainties->GetYaxis()->SetTitleOffset(0.8);
  WJetsUncertainties->SetStats(false);
  WJetsUncertainties->SetMaximum(50);
  WJetsUncertainties->SetMinimum(0.0);
  lumi_13TeV = "35.9 fb^{-1}";
  writeExtraText = true;
  relPosX = 0.13;
  lumiTextSize = 0.5;
  cmsTextSize = 0.6;
  extraOverCmsTextSize = 0.85;
  CMS_lumi(cv,4,0);
  cv->SaveAs(Form("WJetsScaleFactorUncertainty_%s.png",label.c_str()));
  cv->SaveAs(Form("WJetsScaleFactorUncertainty_%s.pdf",label.c_str()));




 //****************************************************
  //Plot TTBar Scale Factors
  //****************************************************
  cv = new TCanvas("cv","cv", 800,600);
  gStyle->SetPalette(53);
  gStyle->SetPaintTextFormat("4.2f");
  ttbarNominal->Draw("colztexte1");
  cv->SetLogx();
  cv->SetLogy();
  cv->SetRightMargin(0.175);
  cv->SetBottomMargin(0.12);
  ttbarNominal->GetXaxis()->SetRangeUser(400,4000);
  ttbarNominal->GetYaxis()->SetRangeUser(0.25,1.5);
  ttbarNominal->GetZaxis()->SetTitle("Data to MC Correction Factor");
  ttbarNominal->GetZaxis()->SetLabelSize(0.05);
  ttbarNominal->GetZaxis()->SetTitleSize(0.05);
  ttbarNominal->GetXaxis()->SetLabelSize(0.05);
  ttbarNominal->GetXaxis()->SetTitleSize(0.05);
  ttbarNominal->GetXaxis()->SetTitleOffset(0.8);
  ttbarNominal->GetYaxis()->SetLabelSize(0.05);
  ttbarNominal->GetYaxis()->SetTitleSize(0.05);
  ttbarNominal->GetYaxis()->SetTitleOffset(0.8);
  ttbarNominal->SetStats(false);
  // ttbarNominal->SetMaximum(10000);
  // ttbarNominal->SetMinimum(0.0);
  ttbarNominal->SetMaximum(1.8);
  ttbarNominal->SetMinimum(0.35);

  lumi_13TeV = "35.9 fb^{-1}";
  writeExtraText = true;
  relPosX = 0.13;
  lumiTextSize = 0.5;
  cmsTextSize = 0.6;
  extraOverCmsTextSize = 0.85;
  CMS_lumi(cv,4,0);
  cv->SaveAs(Form("TTBarScaleFactor_CorrectedToMultiJet_%s.png",label.c_str()));
  cv->SaveAs(Form("TTBarScaleFactor_CorrectedToMultiJet_%s.pdf",label.c_str()));





  TH2Poly *TTBarUncertainties = (TH2Poly*)ttbarNominal->Clone("TTBarUncertainties");
  for (int i=1; i<TTBarUncertainties->GetNumberOfBins()+1; ++i) {
    TTBarUncertainties->SetBinContent(i,100*ttbarNominal->GetBinError(i) / ttbarNominal->GetBinContent(i));
  }

  cv = new TCanvas("cv","cv", 800,600);
  gStyle->SetPalette(1);
  gStyle->SetPaintTextFormat("4.0f");
  TTBarUncertainties->Draw("colztext");
  cv->SetLogx();
  cv->SetLogy();
  cv->SetRightMargin(0.175);
  cv->SetBottomMargin(0.12);
  TTBarUncertainties->SetMarkerSize(2.0);
  TTBarUncertainties->SetTitle("");
  TTBarUncertainties->GetXaxis()->SetTitle("M_{R} [GeV/c^{2}]");
  TTBarUncertainties->GetYaxis()->SetTitle("R^{2}");
  TTBarUncertainties->GetXaxis()->SetRangeUser(300,4000);
  TTBarUncertainties->GetYaxis()->SetRangeUser(0.15,1.5);
  TTBarUncertainties->GetZaxis()->SetTitle("Systematic Uncertainty (%)");
  TTBarUncertainties->GetZaxis()->SetLabelSize(0.05);
  TTBarUncertainties->GetZaxis()->SetTitleSize(0.05);
  TTBarUncertainties->GetXaxis()->SetLabelSize(0.05);
  TTBarUncertainties->GetXaxis()->SetTitleSize(0.05);
  TTBarUncertainties->GetXaxis()->SetTitleOffset(0.8);
  TTBarUncertainties->GetYaxis()->SetLabelSize(0.05);
  TTBarUncertainties->GetYaxis()->SetTitleSize(0.05);
  TTBarUncertainties->GetYaxis()->SetTitleOffset(0.8);
  TTBarUncertainties->SetStats(false);
  TTBarUncertainties->SetMaximum(50);
  TTBarUncertainties->SetMinimum(0.0);
  lumi_13TeV = "35.9 fb^{-1}";
  writeExtraText = true;
  relPosX = 0.13;
  lumiTextSize = 0.5;
  cmsTextSize = 0.6;
  extraOverCmsTextSize = 0.85;
  CMS_lumi(cv,4,0);
  cv->SaveAs(Form("TTBarScaleFactorUncertainty_%s.png",label.c_str()));
  cv->SaveAs(Form("TTBarScaleFactorUncertainty_%s.pdf",label.c_str()));



  


}