Example #1
0
void setGraphOptions(TGraph2D &g)
{
  g.SetTitle("");
  g.SetMarkerColor(1);
  g.SetMarkerStyle(24);
  g.SetMarkerSize(.5);
}
Example #2
0
int w1() {

	TCanvas *c = new TCanvas("c1", "", 0, 0, 700, 600);
	TGraph2D *dt = new TGraph2D();

	ifstream in("/opt/workspace-cpp/simulation/result_rand3.csv");

	string buff;

	getline(in, buff);

	int meanResidenceTime;
	int products;
	float lastProductPrice;
	float shopIncome;

	int n = 0;
	while (getline(in, buff)) {
			for (unsigned int i = 0; i < buff.size(); i++) {
				if (buff[i] == ';') {
					buff[i] = ' ';
				}
			}
			stringstream ss(buff);
			ss >> meanResidenceTime;
			ss >> products;
			ss >> lastProductPrice;
			ss >> shopIncome;
			dt->SetPoint(n, products, meanResidenceTime, shopIncome);
			n++;
	}
	gStyle->SetPalette(1);
	dt->SetTitle("Zaleznosc zysku od liczby produktow oraz czasu przebywania w sklepie");
	dt->GetXaxis()->SetTitle("Liczba produktow");
	dt->GetYaxis()->SetTitle("Sredni czas przebywania w sklepie");
	dt->GetZaxis()->SetTitle("Dochod");
	dt->Draw("surf1");
}
Example #3
0
TCanvas* graph2dfit()
{
   gStyle->SetOptStat(0);
   gStyle->SetOptFit();

   TCanvas *c = new TCanvas("c","Graph2D example",0,0,600,800);
   c->Divide(2,3);

   Double_t rnd, x, y, z;
   Double_t e = 0.3;
   Int_t nd = 400;
   Int_t np = 10000;

   TRandom r;
   Double_t fl = 6;
   TF2  *f2 = new TF2("f2","1000*(([0]*sin(x)/x)*([1]*sin(y)/y))+200",
      -fl,fl,-fl,fl);
   f2->SetParameters(1,1);
   TGraph2D *dt = new TGraph2D();

   // Fill the 2D graph
   Double_t zmax = 0;
   for (Int_t N=0; N<nd; N++) {
      f2->GetRandom2(x,y);
      // Generate a random number in [-e,e]
      rnd = 2*r.Rndm()*e-e;
      z = f2->Eval(x,y)*(1+rnd);
      if (z>zmax) zmax = z;
      dt->SetPoint(N,x,y,z);
   }

   Double_t hr = 350;
   TH1D *h1 = new TH1D("h1",
   "#splitline{Difference between Original}{#splitline{function and Function}{with noise}}",
   100, -hr, hr);
   TH1D *h2 = new TH1D("h2",
   "#splitline{Difference between Original}{#splitline{function and Delaunay triangles}{interpolation}}",
   100, -hr, hr);
   TH1D *h3 = new TH1D("h3",
   "#splitline{Difference between Original}{function and Minuit fit}",
   500, -hr, hr);

   f2->SetParameters(0.5,1.5);
   dt->Fit(f2);
   TF2 *fit2 = (TF2*)dt->FindObject("f2");

   f2->SetParameters(1,1);

   for (Int_t N=0; N<np; N++) {
      f2->GetRandom2(x,y);
      // Generate a random number in [-e,e]
      rnd = 2*r.Rndm()*e-e;
      z = f2->Eval(x,y)*(1+rnd);
      h1->Fill(f2->Eval(x,y)-z);
      z = dt->Interpolate(x,y);
      h2->Fill(f2->Eval(x,y)-z);
      z = fit2->Eval(x,y);
      h3->Fill(f2->Eval(x,y)-z);
   }

   c->cd(1);
   f2->SetTitle("Original function with Graph2D points on top");
   f2->SetMaximum(zmax);
   gStyle->SetHistTopMargin(0);
   f2->Draw("surf1");
   dt->Draw("same p0");

   c->cd(3);
   dt->SetMargin(0.1);
   dt->SetFillColor(36);
   dt->SetTitle("Histogram produced with Delaunay interpolation");
   dt->Draw("surf4");

   c->cd(5);
   fit2->SetTitle("Minuit fit result on the Graph2D points");
   fit2->Draw("surf1");

   h1->SetFillColor(47);
   h2->SetFillColor(38);
   h3->SetFillColor(29);

   c->cd(2); h1->Fit("gaus","Q") ; h1->Draw();
   c->cd(4); h2->Fit("gaus","Q") ; h2->Draw();
   c->cd(6); h3->Fit("gaus","Q") ; h3->Draw();
   c->cd();
   return c;
}
void view_SMEvents_3D_from_Hits() {
	/*** Displays an 3D occupancy plot for each SM Event. (stop mode event)

	Can choose which SM event to start at. (find "CHOOSE THIS" in this script)
	Input file must be a Hits file (_interpreted_Hits.root file).
	***/
	gROOT->Reset();

	// Setting up file, treereader, histogram
	TFile *f = new TFile("/home/pixel/pybar/tags/2.0.2_new/pyBAR-master/pybar/module_202_new/101_module_202_new_stop_mode_ext_trigger_scan_interpreted_Hits.root");


	if (!f) { // if we cannot open the file, print an error message and return immediately
		cout << "Error: cannot open the root file!\n";
		//return;
	}

	TTreeReader *reader = new TTreeReader("Table", f);

	TTreeReaderValue<UInt_t> h5_file_num(*reader, "h5_file_num");
	TTreeReaderValue<Long64_t> event_number(*reader, "event_number");
	TTreeReaderValue<UChar_t> tot(*reader, "tot");
	TTreeReaderValue<UChar_t> relative_BCID(*reader, "relative_BCID");
	TTreeReaderValue<Long64_t> SM_event_num(*reader, "SM_event_num");
	TTreeReaderValue<Double_t> x(*reader, "x");
	TTreeReaderValue<Double_t> y(*reader, "y");
	TTreeReaderValue<Double_t> z(*reader, "z");

	// Initialize the canvas and graph
	TCanvas *c1 = new TCanvas("c1","3D Occupancy for Specified SM Event", 1000, 10, 900, 550);
	c1->SetRightMargin(0.25);
	TGraph2D *graph = new TGraph2D();

	// Variables used to loop the main loop
	bool endOfReader = false; // if reached end of the reader
	bool quit = false; // if pressed q
	int smEventNum = 1; // the current SM-event CHOOSE THIS to start at desired SM event number
	
	// Main Loop (loops for every smEventNum)
	while (!endOfReader && !quit) {
		// Variables used in this main loop
		int startEntryNum = 0;
		int endEntryNum = 0;
		string histTitle = "3D Occupancy for SM Event ";
		string inString = "";
		bool fitFailed = false; // true if the 3D fit failed
		bool lastEvent = false;

		// Declaring some important output values for the current graph and/or line fit
		int numEntries = 0;
		double sumSquares = 0;

		// Get startEntryNum and endEntryNum
		startEntryNum = getEntryNumWithSMEventNum(reader, smEventNum);
		endEntryNum = getEntryNumWithSMEventNum(reader, smEventNum + 1);

		if (startEntryNum == -2) { // can't find the smEventNum
			cout << "Error: There should not be any SM event numbers that are missing." << "\n";
		} else if (startEntryNum == -3) { 
			endOfReader = true;
			break;
		} else if (endEntryNum == -3) { // assuming no SM event nums are skipped
			endEntryNum = reader->GetEntries(false);
			lastEvent = true;
		}

		// Fill TGraph with points and set title and axes
		graph = new TGraph2D(); // create a new TGraph to refresh

		reader->SetEntry(startEntryNum);
		for (int i = 0; i < endEntryNum - startEntryNum; i++) {
			graph->SetPoint(i, (*x - 0.001), (*y + 0.001), (*z - 0.001));
			endOfReader = !(reader->Next());
		}

		histTitle.append(to_string(smEventNum));
		graph->SetTitle(histTitle.c_str());
		graph->GetXaxis()->SetTitle("x (mm)");
		graph->GetYaxis()->SetTitle("y (mm)");
		graph->GetZaxis()->SetTitle("z (mm)");

		graph->GetXaxis()->SetLimits(0, 20); // ROOT is buggy, x and y use setlimits()
		graph->GetYaxis()->SetLimits(-16.8, 0); // but z uses setrangeuser()
		graph->GetZaxis()->SetRangeUser(0, 40.96);
		c1->SetTitle(histTitle.c_str());

		// 3D Fit, display results, draw graph and line fit, only accept "good" events, get input
		if (!endOfReader || lastEvent) {
			// Display some results
			numEntries = graph->GetN();
			cout << "Current SM Event Number: " << smEventNum << "\n";
			cout << "Number of entries:       " << numEntries << "\n";

			// Starting the fit. First, get decent starting parameters for the fit - do two 2D fits (one for x vs z, one for y vs z)
			TGraph *graphZX = new TGraph();
			TGraph *graphZY = new TGraph();
			reader->SetEntry(startEntryNum);
			for (int i = 0; i < endEntryNum - startEntryNum; i++) {
				graphZX->SetPoint(i, (*z - 0.001), (*x + 0.001));
				graphZY->SetPoint(i, (*z - 0.001), (*y + 0.001));
				reader->Next();
			}
			TFitResultPtr fitZX = graphZX->Fit("pol1", "WQS"); // w for ignore error of each pt, q for quiet (suppress results output), s for return a tfitresultptr
			TFitResultPtr fitZY = graphZY->Fit("pol1", "WQS");
			Double_t param0 = fitZX->GetParams()[0];
			Double_t param1 = fitZX->GetParams()[1];
			Double_t param2 = fitZY->GetParams()[0];
			Double_t param3 = fitZY->GetParams()[1];

			// // Draw the lines for the two 2D fits
			// int n = 2;
			// TPolyLine3D *lineZX = new TPolyLine3D(n);
			// TPolyLine3D *lineZY = new TPolyLine3D(n);
			// lineZX->SetPoint(0, param0, 0, 0);
			// lineZX->SetPoint(1, param0 + param1 * 40.96, 0, 40.96);
			// lineZX->SetLineColor(kBlue);
			// lineZX->Draw("same");
			// lineZY->SetPoint(0, 0, param2, 0);
			// lineZY->SetPoint(1, 0, param2 + param3 * 40.96, 40.96);
			// lineZY->SetLineColor(kGreen);
			// lineZY->Draw("same");


			// 3D FITTING CODE (based on line3Dfit.C), draw graph and line fit
			ROOT::Fit::Fitter  fitter;
		   	SumDistance2 sdist(graph);
#ifdef __CINT__
		   	ROOT::Math::Functor fcn(&sdist,4,"SumDistance2");
#else
		   	ROOT::Math::Functor fcn(sdist,4);
#endif
			// set the function and the initial parameter values
			double pStart[4] = {param0,param1,param2,param3};
			fitter.SetFCN(fcn,pStart);
			// set step sizes different than default ones (0.3 times parameter values)
			for (int i = 0; i < 4; ++i) fitter.Config().ParSettings(i).SetStepSize(0.01);

			bool ok = fitter.FitFCN();
			if (!ok) {
			  Error("line3Dfit","Line3D Fit failed");
			  fitFailed = true;
			} else {
				const ROOT::Fit::FitResult & result = fitter.Result();
				const double * fitParams = result.GetParams();

				sumSquares = result.MinFcnValue();
				std::cout << "Sum of distance squares:  " << sumSquares << std::endl;
				std::cout << "Sum of distance squares divided by numEntries: " << sumSquares/numEntries << std::endl;
				std::cout << "Theta : " << TMath::ATan(sqrt(pow(fitParams[1], 2) + pow(fitParams[3], 2))) << std::endl;
				// result.Print(std::cout); // (un)suppress results output

				// Draw the graph
				graph->SetMarkerStyle(8);
				graph->SetMarkerSize(0.5);
				graph->Draw("pcol");

				// Draw the fitted line
				int n = 1000;
				double t0 = 0; // t is the z coordinate
				double dt = 40.96;
				TPolyLine3D *l = new TPolyLine3D(n);
				for (int i = 0; i <n;++i) {
				  double t = t0+ dt*i/n;
				  double x,y,z;
				  line(t,fitParams,x,y,z);
				  l->SetPoint(i,x,y,z);
				}
				l->SetLineColor(kRed);
				l->Draw("same");

				// Access fit params and minfcnvalue
				// cout << "FIT1: " << fitParams[1] << "\n";
				// cout << "FIT2: " << result.MinFcnValue() << "\n";
			}

			// Criteria to be a good event (if not good entry, then don't show)
			bool isGoodEvent = false;

				// the following block of code finds the mean X, Y ans Z values
				double meanX = 0;
				double meanY = 0;
				double meanZ = 0;
				reader->SetEntry(startEntryNum);
				for (int i = 0; i < endEntryNum - startEntryNum; i++) {
					meanX += graph->GetX()[i];
					meanY += graph->GetY()[i];
					meanZ += graph->GetZ()[i];
					reader->Next();
				}
				meanX /= endEntryNum - startEntryNum;
				meanY /= endEntryNum - startEntryNum;
				meanZ /= endEntryNum - startEntryNum;

				// the following code block calculates the fraction of the hits in the smEvent that are inside a sphere, centered at the mean XYZ, of radius 'radius' (larger fraction means the track is less like a long streak and more like a dense blob)
				double radius = 1; // length in mm 
				double fractionInsideSphere = 0;
				reader->SetEntry(startEntryNum);
				for (int i = 0; i < endEntryNum - startEntryNum; i++) {
					double distanceFromMeanXYZ = sqrt(pow(graph->GetX()[i] - meanX, 2) + pow(graph->GetY()[i] - meanY, 2) + pow(graph->GetZ()[i] - meanZ, 2));
					if (distanceFromMeanXYZ <= 2) {
						fractionInsideSphere += 1;
					}
					reader->Next();
				}
				fractionInsideSphere /= endEntryNum - startEntryNum;

				cout << "fraction inside sphere: " << fractionInsideSphere << "\n";

			// if (numEntries >= 50 
			// 	&& sumSquares/numEntries < 2.0 
			// 	&& fractionInsideSphere < 0.8) {

			// 	isGoodEvent = true;
			// }

			isGoodEvent = true;

			if (isGoodEvent) { // won't show drawings or ask for input unless its a good event
				c1->Update(); // show all the drawings
				// handle input
				bool inStringValid = false;
	            do {
		            cout << "<Enter>: next event; 'b': previous SM event; [number]: specific SM event number; 'q': quit.\n";
		            getline(cin, inString);

		            // Handles behavior according to input
		            if (inString.empty()) { // <Enter>
		            	// leave things be
						inStringValid = true;
		            } else if (inString.compare("b") == 0) {
						smEventNum -= 2; // because it gets incremented once at the end of this do while loop
						inStringValid = true;
					} else if (inString.compare("q") == 0 || inString.compare(".q") == 0) {
						quit = true;
						inStringValid = true;
					} else if (canConvertStringToPosInt(inString)) {
						smEventNum = convertStringToPosInt(inString) - 1; // -1 because it gets incremented once at the end of this do while loop
						inStringValid = true;
					} // else, leave inStringValid as false, so that it asks for input again
				} while (!inStringValid);
			} else {
				cout << "\n";
			}

		}
		smEventNum++;
	}

	cout << "Exiting program.\n";
}
Example #5
0
void PlotSVMopt(){

 //  // TString FileData = "SVMoptData.dat";
//   TFile *f = new TFile("SVMoptTree.root","RECREATE");
//   TTree *T = new TTree("SVMoptTree","data from ascii file");
//   Long64_t nlines = T->ReadFile("SVMoptData.dat","Gamma:C:ROCint:SigAt1Bkg_test:SigAt1Bkg_train");
//   printf(" found %lld pointsn",nlines);
//   T->Write();

// TGraph2D *grROCint = new TGraph2D();
//  for(int i=0;i<nlines;i++){

//    grROCint->SetPoint(i,);
//  }

  TGraph2D *grROCint = new TGraph2D();
  

TGraph2D *grSigAt1Bkg_test = new TGraph2D();
TGraph2D *grOverTrain = new TGraph2D();

 TString dir = gSystem->UnixPathName(__FILE__);
 dir.ReplaceAll("PlotSVMopt.C","");
 dir.ReplaceAll("/./","/");
 ifstream in;
 // in.open(Form("%sSVMoptData.dat",dir.Data()));
 in.open(Form("%sSVMoptData_NEW2.dat",dir.Data()));

 Float_t Gamma,C,ROCint, SigAt1Bkg_test, SigAt1Bkg_train;
 Int_t nlines = 0;
 while (1) {
   in >> Gamma >> C >> ROCint >> SigAt1Bkg_test >> SigAt1Bkg_train;
   if (!in.good()) break;
   // if (in.good()){
      if (nlines < 5) printf("Gamma=%8f, C=%8f, ROCint=%8f\n",Gamma, C, ROCint);
      grROCint->SetPoint(nlines,Gamma,C,ROCint);
      grSigAt1Bkg_test->SetPoint(nlines,Gamma,C,SigAt1Bkg_test);
      grOverTrain->SetPoint(nlines,Gamma,C,fabs(SigAt1Bkg_train-SigAt1Bkg_test));
      nlines++;
      //   }
   }
   printf(" found %d points\n",nlines);
   in.close();
   TCanvas *cSVMopt = new TCanvas("cSVMopt","SVM model choice",600,600);
   cSVMopt->Divide(2,2);
   cSVMopt->cd(1);
   cSVMopt_1->SetLogx();
   cSVMopt_1->SetLogy();
   grROCint->GetXaxis()->SetLabelSize(0.04);
   grROCint->GetYaxis()->SetLabelSize(0.04);
   grROCint->GetZaxis()->SetLabelSize(0.04);
   grROCint->GetXaxis()->SetTitle("#gamma");
   grROCint->GetYaxis()->SetTitle("C");
   grROCint->GetZaxis()->SetTitle("ROC integral");
   grROCint->SetTitle("ROC integral");
   grROCint->SetMaximum(1.0);
   grROCint->SetMinimum(0.9);
   grROCint->Draw("COLZ");
   cSVMopt->cd(2);
   cSVMopt_2->SetLogx();
   cSVMopt_2->SetLogy();
   grSigAt1Bkg_test->SetTitle("Signal at 1% Bkg level (test)");
   //   grSigAt1Bkg_test->Draw("surf1");
   grSigAt1Bkg_test->Draw("COLZ");
   cSVMopt->cd(3);
   cSVMopt_3->SetLogx();
   cSVMopt_3->SetLogy();
   grOverTrain->SetTitle("Overtraining");
   grOverTrain->Draw("COLZ");
   //cSVMopt->SaveAs("SVMoptC1.root");
}
Example #6
0
int main(int argc , char* argv[]){
		
		//Program Options

	po::options_description desc("Allowed Options");
	desc.add_options()
		 ("help,h", "Produce this help message")
		 ("startwl,s",po::value<double>(),"Set the start Wavelength for the Analysis")
		 ("stopwl,p",po::value<double>(),"Set the stop Wavelength for the Analysis")
		 ("non-interactive,n","Runs the program in Noninteractive mode. It quits when it's finished")
		 ("version,v","Prints Version")
	;
		 
	po::variables_map vm;
		 po::store(po::parse_command_line(argc,argv,desc),vm);
		 po::notify(vm);
	if (vm.count("help")) {
		std::cout << desc<< std::endl;
		return 3;
	}
	if (vm.count("version")) {
		std::cout << "VCSEL Laser Analysis Version " << _VERSION << std::endl;
		std::cout << "Using ROOT version " << _ROOT_VERSION << " and Boost version " << _BOOST_VERSION << std::endl;
		return 0;
	}
	
	if (argc < 4) {
		std::cout << desc;
		return 2;
	}	
	double startwl, stopwl;
	startwl = 842.;
	stopwl = 860.;
	bool run = true;
	if (vm.count("startwl")) {
		startwl = vm["startwl"].as<double>();
		NUM_ARGS +=2;
	}
	if (vm.count("stopwl")) {
		double tmp =  vm["stopwl"].as<double>();
		stopwl =tmp;
		NUM_ARGS +=2;
	}
	if (vm.count("non-interactive")) {
		run = false;
		NUM_ARGS++;
	}
	
	
	//checking filetypes must be txt, csv or CSV
	if (!check_extensions(argc, argv)) {
		return 1;
	}
	std::cout <<"startwl: "<< startwl << '\t' << "stopwl: " << stopwl << std::endl;
	
	Double_t max = -210;
	Double_t maxwl = 0;
	int _argc = argc;
	TApplication *t = new TApplication("big",&_argc,argv);
	std::cout << "Running with boost and ROOT" <<std::endl;
	std::vector<double> _x,_y;
	Double_t x[LINES], y[LINES], _inta[LINES], _intb[LINES]; 
	
	Double_t *cmp_int = new Double_t[argc];
	Double_t *argc_ary = new Double_t[argc];
	Double_t *cmp_int_root = new Double_t[argc];
	Double_t *asymmety_ary = new Double_t[argc];
	Double_t *width_ary = new Double_t [argc];
	

	
	TGraph2D *gr = new TGraph2D(LINES*(argc-1));
		//Setting up canvas for plot of all sectrums (is it called spectrums? ;) )
	TCanvas *c1 = new TCanvas("All Plots","All Plots",10,10,3000,1500);
	TH1F *integral_hist = new TH1F("Asymmerty", "Asymmetry", 100,0, 100);
	

	if(!(argc % ROWS)){
		c1->Divide(argc/ROWS,ROWS);
		
	}else{
		c1->Divide(argc/ROWS+(argc %ROWS -1),ROWS);
	}
	
	for (Int_t i = NUM_ARGS +1; i < argc ; i++){
		try{ 
			
			max = -211;
			maxwl = 0;
			argc_ary[i] = i-NUM_ARGS;
			
			std::ifstream in;
			in.seekg(0, std::ios::beg);
				// voodoo keep this;
			char **arg1 = t->Argv() ;
			std::string tmp = arg1[i];
			in.open(tmp.c_str());
			
			std::cout<< "file: " << tmp << std::endl;
			std::string line;
			int cline = 0;
			std::vector<double> a,b, inta, intb;
			
				//reading file
			
			while(getline(in,line)){
				read_file(line, a, b, inta, intb);
				cline++;
			}
			
			if (cline < LINES){
				for(int i = cline ; i < LINES ; i++){
					a.push_back(100);
					b.push_back(-70);
				}
			}
			std::cout<< "\n\ncline: " << cline<< std::endl; 
			cline =(cline > LINES) ? LINES :cline;
			
			for(Int_t j = 0; j <LINES ;j++){
				x[j] = a[j];
				y[j] = b[j];
				_inta[j] = inta[j];
				_intb[j]= (intb[j] < 0)? 0:intb[j];
			}
			
			
			
			double s_integral = 0;
			
			std::cout <<"size of int " <<  intb.size()<< std::endl;
			for (size_t it = 0; it < intb.size() - 1; it++){
				double y_val = (intb[it]+intb[it+1])/2;
				assert (y_val >= 0);
				double area = 0.002*y_val;
				if(area > 0 )
					s_integral += area;
			}
			
			
			
			
			std::cout << "Simpson integral: " <<s_integral <<std::endl;
			integral_hist->Fill(s_integral);
			cmp_int[i] = s_integral;
			Int_t lines = (Int_t)intb.size();
			TGraph *r_integral = new TGraph(lines, _inta, _intb);
			
			std::cout << "ROOT integral: " << r_integral->Integral() << std::endl;
			cmp_int_root[i] = r_integral->Integral();
			
				//expanding
				//expand(y, THRS_EXPAND, RATIO_EXPAND, LINES);
			
			
				//Filling TGraph2D
			
			for(Int_t j = 0; j <LINES ; j++){
				if (y[j] > max){
					max = y[j];
					maxwl = x[j];
				}
				gr->SetPoint(j+i*LINES, x[j],i,y[j]);
			}
			
			
			in.seekg(0, std::ios::beg);
			in.close();
			
				//Plotting each spectrum
			
			TGraph *_gr = new TGraph(LINES,x,y);
			_gr->GetHistogram()->GetXaxis()->SetTitle("#lambda in nm");
			_gr->GetHistogram()->GetYaxis()->SetTitle("Intensity in dB");
			c1->cd(i-NUM_ARGS);
			_gr->Draw("AP");
			_gr->GetYaxis()->SetRangeUser(-80.,-10.);
			_gr->GetXaxis()->SetRangeUser(startwl,stopwl);
			_gr->SetTitle(tmp.c_str());
			c1->Update();
			
			
				//Calculating asymmetry
			std::cout << "maximum: " << max << std::endl;
			double leftlimit, rightlimit = 1;
			leftlimit = findlower(x,y, max);
			rightlimit = findupper(x,y, max);
			if (leftlimit != 1 && rightlimit != 1){
				width_ary[i] = (leftlimit +rightlimit)/2;
			}else{
				width_ary[i] = maxwl;
			}
			double calced_asy = (maxwl-leftlimit)/(rightlimit-maxwl);
			asymmety_ary[i-NUM_ARGS] = calced_asy;
			
			std::cout << "Asymmetry: " << calced_asy << std::endl;
			
		}catch(std::exception e){
			std::cout << e.what()<< std::endl;
		}
	}
	
	
		//Setting style for 3D Plot
	TCanvas *d = new TCanvas("big","big",10,10,1500,800);
	d->Divide(2,2);
	d->cd(1);
	TGraph *the_ints = new TGraph(argc-1,argc_ary,cmp_int);
	the_ints->Draw("A*");
	the_ints->SetTitle("My Ints");
	d->Update();
	d->cd(2);
	std::cout << "Fitting\n\n";
	integral_hist->SetFillColor(kBlue);
		//settig everything to print fitresuts
	gStyle->SetOptStat(1211);
	gStyle->SetOptFit(1111);
	integral_hist->Draw();
	integral_hist->Fit("gaus","W","" ,10,100);
		//integral_hist->Draw("SAME");
	d->Update();
	d->cd(3);
	
	TGraph *roots_int = new TGraph(argc-1, argc_ary, cmp_int_root);
	roots_int->SetTitle("ROOTS Int");
	roots_int->Draw("A*");
	d->Update();
	d->cd(4);
	d->Update();
		//gROOT->SetStyle("modern");
	gr->SetTitle("big");
	gr->GetHistogram("empty")->GetXaxis()->SetTitle("#lambda in nm");
	gr->GetHistogram("empty")->GetXaxis()->SetLimits(startwl,stopwl);
	gr->GetHistogram("empty")->GetYaxis()->SetTitle("Messurement"); 
	gr->GetHistogram("empty")->GetZaxis()->SetTitle("Intensity in dB");
	gr->GetHistogram("empty")->GetXaxis()->SetTitleOffset(1.5);
	gr->GetHistogram("empty")->GetYaxis()->SetTitleOffset(1.5);
	gr->GetHistogram("empty")->GetZaxis()->SetTitleOffset(1.5);
	gr->GetHistogram("empty")->GetZaxis()->SetRangeUser(-70.,max);
	gr->GetHistogram("empty")->GetXaxis()->CenterTitle();
	gr->GetHistogram("empty")->GetYaxis()->CenterTitle();
	gr->GetHistogram("empty")->GetZaxis()->CenterTitle();
	gr->Draw("PCOL");
	d->SetFillColor(16);
	
	
#ifdef RENDER
		//Render 3D animation
	const Int_t kUPDATE = 1;
	TSlider *slider = 0;
	
	for (Int_t i = 1; i <= 125; i++){
		TView3D *v = new TView3D();
		v->RotateView(5+i,45+i,d);
			//d->Update();
		
		if(i && (i%kUPDATE)== 0){
			if (i == kUPDATE){
				gr->Draw("PCOL");
				d->Update();
				slider = new TSlider("slider","test",850,-70,856,max);
			}
			if (slider) slider->SetRange(0,Float_t(i)/10000.);
			d->Modified();
			d->Update();
			d->Print("3d.gif+");
		} 
	}
	d->Update();
	d->Print("3d.gif++");
#endif
	
	
		//Saving image
	TImage *img = TImage::Create();
	boost::filesystem::path p(t->Argv(3));
	std::string file = p.parent_path().string();
	file += "_big.png";
	img->FromPad(d);
	img->WriteImage(file.c_str());
		//cleaning
	
	TCanvas *e = new TCanvas("Asymmetry","Asymmetry",10,10,1500,800);
	e->Divide(2,1);
	TGraph *asy_plot = new TGraph(argc-1, argc_ary, asymmety_ary);
	e->cd(1);
	asy_plot->SetTitle("Asymmetry");
	asy_plot->GetHistogram()->GetXaxis()->SetTitle("# Meassurement");
	asy_plot->GetHistogram()->GetYaxis()->SetTitle("Asymmetry");
	asy_plot->GetHistogram()->GetXaxis()->SetRange(1, argc);
	asy_plot->Draw("A*");
	e->Update();
	e->cd(2);
	
	
	TGraph *center_plot = new TGraph(argc-1 , argc_ary, width_ary);
	center_plot->GetHistogram()->GetXaxis()->SetTitle("# Meassurement");
	center_plot->GetHistogram()->GetYaxis()->SetTitle("Center in nm");
	center_plot->GetHistogram()->GetYaxis()->SetRangeUser(startwl, stopwl);
	center_plot->SetTitle("Center");
	center_plot->Draw("A*");
	e->Update();
		//Saving Images
	TImage *secimg = TImage::Create();
	boost::filesystem::path p2(t->Argv(3));
	file = p2.parent_path().string();
	file += "_asy_cent.png";
	secimg->FromPad(e);
	secimg->WriteImage(file.c_str());
	
	TImage *thrdimg = TImage::Create();
	boost::filesystem::path p3(t->Argv(3));
	file = p3.parent_path().string();
	file += "_allplots.png";
	thrdimg->FromPad(c1);
	thrdimg->WriteImage(file.c_str());
	
		//detecting Gradients
	gradient(asymmety_ary, width_ary,cmp_int, argc-1,c1);
	std::cout << "\n\n\nDone !!\nYou can quit now using CTRL+C \n" ;
	
	if (run == true){
		t->Run();
	}
	std::cout << "With \n" ;
	
	delete[] cmp_int;
	delete[] argc_ary; 
	delete[] cmp_int_root;
	delete[] asymmety_ary;
	delete[] width_ary;
	return 0;
}
Example #7
0
void FitXS (int nminx = 0, int nmaxx = 1509, int nmintest = 0, int nmaxtest = 1509) {
    ////////////////////////////////////////////////////
    // ftp://root.cern.ch/root/doc/ROOTUsersGuideHTML/ch09s05.html
    TStyle *defaultStyle = new TStyle("defaultStyle","Default Style");
    //gStyle->SetOptStat(0);
    //  defaultStyle->SetOptStat(0000);
    //  defaultStyle->SetOptFit(000); 
    //  defaultStyle->SetPalette(1);
    ////////////////////////
    defaultStyle->SetOptStat(0); // remove info box
    /////// pad ////////////
    defaultStyle->SetPadBorderMode(0);
    defaultStyle->SetPadBorderSize(3);
    defaultStyle->SetPadColor(0);
    defaultStyle->SetPadTopMargin(0.1);
    defaultStyle->SetPadBottomMargin(0.16);
    defaultStyle->SetPadRightMargin(5.5);
    defaultStyle->SetPadLeftMargin(0.18);
    /////// canvas /////////
    defaultStyle->SetCanvasBorderMode(1);
    defaultStyle->SetCanvasColor(0);
    //  defaultStyle->SetCanvasDefH(600);
    //  defaultStyle->SetCanvasDefW(600);
    /////// frame //////////
    //defaultStyle->SetFrameBorderMode(1);
    //defaultStyle->SetFrameBorderSize(1);
    defaultStyle->SetFrameFillColor(0); 
    defaultStyle->SetFrameLineColor(1);
    /////// label //////////
    //  defaultStyle->SetLabelOffset(0.005,"XY");
    //  defaultStyle->SetLabelSize(0.05,"XY");
    //defaultStyle->SetLabelFont(46,"XY");
    /////// title //////////
    //defaultStyle->SetTitleW(0.6);
    defaultStyle->SetTitleSize(0.08, "XYZ");
    defaultStyle->SetTitleBorderSize(0);
    defaultStyle->SetTitleX(0.2);
    //  defaultStyle->SetTitleOffset(1.1,"X");
    //  defaultStyle->SetTitleSize(0.01,"X");
    //  defaultStyle->SetTitleOffset(1.25,"Y");
    //  defaultStyle->SetTitleSize(0.05,"Y");
    //defaultStyle->SetTitleFont(42, "XYZ");
    /////// various ////////
    defaultStyle->SetNdivisions(303,"Y");
    defaultStyle->SetTitleFillColor(0);//SetTitleFillStyle(0, "Z");
    //defaultStyle->SetTitleX(0.2);
    //defaultStyle->SetTitleY(0.1);
    //defaultStyle->SetTitleBorderSize(-0.1);  // For the axis titles:
    
    //    defaultStyle->SetTitleColor(1, "XYZ");
    //    defaultStyle->SetTitleFont(42, "XYZ");
    
    
    // defaultStyle->SetTitleYSize(0.08);
    //defaultStyle->SetTitleXOffset(0.9);
    //defaultStyle->SetTitleYOffset(1.05);
    defaultStyle->SetTitleOffset(1.3, "Y"); // Another way to set the Offset
    //defaultStyle->SetTitleOffset(1.0, "X"); // Another way to set the Offset    
    // For the axis labels:
    defaultStyle->SetLabelColor(1, "XYZ");
    //defaultStyle->SetLabelFont(46, "XYZ");
    defaultStyle->SetLabelOffset(0.03, "XYZ");
    defaultStyle->SetLabelSize(0.07, "XYZ");
    //defaultStyle->SetLabelY(0.06);    
    // For the axis:
    //    defaultStyle->SetAxisColor(1, "XYZ");
    defaultStyle->SetStripDecimals(kTRUE);
    defaultStyle->SetTickLength(0.03, "XYZ");
    defaultStyle->SetNdivisions(7, "XYZ");
    //    defaultStyle->SetPadTickX(1);   // To get tick marks on the opposite side of the frame
    //    defaultStyle->SetPadTickY(1);
    defaultStyle->cd();

    ///////////////////////////////////////////

  nmin=nminx;
  nmax=nmaxx;
  if (nmin<0) nmin=0;
  if (nmax>Npoints) nmax=Npoints;
  // Read in the cross section values and the parameters space points
  ifstream XSvals;
    XSvals.open("list_all_translation_CX.txt");//"14TeV_CX_5k_opositecgw.ascii");// "8TeV_CX_5k_opositecgw.ascii");//
  for (int i=nmin; i<nmax; i++)  {
    XSvals >> par0[i] >> par1[i] >> par2[i] >> par3[i] >> par4[i] >> cross_section[i] >> cross_sectionerr[i];
    cout << "For point i = " << i << "pars are " << par0[i] << " " << par1[i] << " " << par2[i] 
    	 << " " << par3[i] << " " << par4[i] << " and xs is " << cross_section[i] << endl;
  }
  
  cout << "**********************************************" << endl;
  
  // Likelihood maximization
  // -----------------------  
  // Minuit routine
  TMinuit rmin(2);
  rmin.SetFCN(Likelihood);
  // Main initialization member function for MINUIT
  rmin.mninit(5,6,7);
  // Parameters needed to be unambiguous with MINOS
  int iflag=0; // You can use this for selection
  double arglis[4];
  //arglis[0]=2;
  arglis[0]=1;
  // Sets the strategy to be used in calculating first and second derivatives 
  // and in certain minimization methods. 1 is default
  rmin.mnexcm("SET STR", arglis, 1, iflag);
  // Set fit parameters
  
  double Start[15];//  ={ 0.030642286182762914, 0.1502216514258229, 0.004287943879883482, 0.0016389029559123376, 0.01930407853512356, -0.12540818099961384, -0.02048425705808435,  0.04246248185144494, 0.02590360491719489,  -0.05255851386689693,  -0.010393610828707423,  0.02770339496466713,  0.005468667874225809,  -0.011297300064522649,  -0.02261561923548796}; // cx in pb
  //  double Start[15] = {2.2646, 1.102, 0.316898, 16, 192, -3, -1, 1, 7, 15, -8, -23, 4, 9, 200}; // normalized to SM
  double Step[15];// ={ 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01 }; //={0.01};
  double Min[15]; // ={-3.1415926};
  double Max[15]; // = {3.1415926}; 
  for (int i=0; i<15; i++) {
    Start[i]=1.;
    Step[i]=1;
    Min[i]=-100000;
    Max[i]=+100000;
  }
  TString parnamEj[15]={"A1","A2","A3","A4","A5","A6","A7","A8","A9","A10","A11","A12","A13","A14","A15"};
  for (int i=0; i<15; i++) {
    rmin.mnparm(i, parnamEj[i],  Start[i], Step[i], Min[i], Max[i], iflag);
  }
  // Instructs Minuit to call subroutine FCN with the value of IFLAG
  rmin.mnexcm("call fcn", arglis, 1, iflag); // command executed normally
  // Causes minimization of the function by the method of Migrad
  rmin.mnexcm("mini", arglis, 0, iflag);
  // Read results
  double a[15], err[15], pmin, pmax;
  int ivar;
  for (int i=0; i<15; i++) {
    rmin.mnpout (i, parnamEj[i], a[i], err[i], pmin, pmax, ivar);
  }

  // End of program
  // --------------
  gROOT->Time();
    cout<<endl<<" Making plots "<<endl;
    cout<<"$A_1$ = "<<a[0]<<" $\\pm$ "<<err[0]<<" & $A_4$ = "<<a[3]<<" $\\pm$ "<<err[3]<<" & $A_7$ = "<<a[6]<<" $\\pm$ "<<err[6]<<" & $A_{10}$ = "<<a[9]<<" $\\pm$ "<<err[9]<<" & $A_{13}$ = "<<a[12]<<" $\\pm$ "<<err[12]<< " \\\ "<<endl;
    cout<<"$A_2$ = "<<a[1]<<" $\\pm$ "<<err[1]<<" & $A_5$ = "<<a[4]<<" $\\pm$ "<<err[4]<<" & $A_8$ = "<<a[7]<<" $\\pm$ "<<err[7]<<" & $A_{11}$ = "<<a[10]<<" $\\pm$ "<<err[10]<<" & $A_{14}$ = "<<a[13]<<" $\\pm$ "<<err[13]<< " \\\ "<<endl;
    cout<<"$A_3$ = "<<a[2]<<" $\\pm$ "<<err[2]<<" & $A_6$ = "<<a[5]<<" $\\pm$ "<<err[5]<<" & $A_9$ = "<<a[8]<<" $\\pm$ "<<err[8]<<" & $A_{12}$ = "<<a[11]<<" $\\pm$ "<<err[11]<<" & $A_{15}$ = "<<a[14]<<" $\\pm$ "<<err[14]<< " \\\ "<<endl;
    cout<<endl<<" To mathematica: "<<endl;
    cout<<"{"<<a[0]<<","<<a[1]<<","<<a[2]<<","<<a[3]<<","<<a[4]<<","<<a[5]<<","<<a[6]<<","<<a[7]<<","<<a[8]<<","<<a[9]<<","<<a[10]<<","<<a[11]<<","<<a[12]<<","<<a[13]<<","<<a[14]<<"}"<<endl;
    cout<<endl<<" To mathematica (errors): "<<endl;
    cout<<"{"<<err[0]<<","<<err[1]<<","<<err[2]<<","<<err[3]<<","<<err[4]<<","<<err[5]<<","<<err[6]<<","<<err[7]<<","<<err[8]<<","<<err[9]<<","<<err[10]<<","<<err[11]<<","<<err[12]<<","<<err[13]<<","<<err[14]<<"}"<<endl;
    
    /////////////////
    // plot the CX 
    ////////////////
    // plane b
    double norm =  1; //0.013531;// 0.0041758;//1;//  8tev 13 tev  1;// 
    double kt5d=1.0;
    double kl5d=1.0;
    double c25d=0.0;
    double mincg = -2.99, maxcg=2.99;
    // cg ===> x 
    // c2g ===> y
    TF2 *fg2 = new TF2("fg2","(([0]*[15]**4 + [1]*[17]**2 + [2]*[15]**2*[16]**2 + [3]*x**2*[16]**2 +  [4]*y**2 + [5]*[17]*[15]**2 + [6]*[15]*[16]*[15]**2 + [7]*[15]*[16]*[17] + [8]*x*[16]*[17] + [9]*[17]*y + [10]*x*[16]*[15]**2 + [11]*y*[15]**2 + [12]*[16]*x*[15]*[16] + [13]*y*[15]*[16] + [14]*x*y*[16])/[18])",mincg,maxcg,mincg,maxcg);
    fg2->SetParameter(0,a[0]);
    fg2->SetParameter(1,a[1]);
    fg2->SetParameter(2,a[2]);    
    fg2->SetParameter(3,a[3]);
    fg2->SetParameter(4,a[4]);
    fg2->SetParameter(5,a[5]); 
    fg2->SetParameter(6,a[6]);
    fg2->SetParameter(7,a[7]);
    fg2->SetParameter(8,a[8]); 
    fg2->SetParameter(9,a[9]);
    fg2->SetParameter(10,a[10]);
    fg2->SetParameter(11,a[11]); 
    fg2->SetParameter(12,a[12]);    
    fg2->SetParameter(13,a[13]);
    fg2->SetParameter(14,a[14]);
    fg2->SetTitle("kt = #kappa_{#lambda} = 1 , c_{2} = 0 ; c_{g} ; c_{2g}");
    fg2->SetParameter(15,kt5d);    
    fg2->SetParameter(16,kl5d);
    fg2->SetParameter(17,c25d);
    fg2->SetParameter(18,norm); //0.013531
    //fg2->SetMinimum(0);
    fg2->SetContour(100);
    // 
    ////////////////////////////////
    kt5d=1.0;
    kl5d=10.0;
    c25d=0.0;
    // cg ===> x 
    // c2g ===> y
    TF2 *fg10 = new TF2("fg10","([0]*[15]**4 + [1]*[17]**2 + [2]*[15]**2*[16]**2 + [3]*x**2*[16]**2 +  [4]*y**2 + [5]*[17]*[15]**2 + [6]*[15]*[16]*[15]**2 + [7]*[15]*[16]*[17] + [8]*x*[16]*[17] + [9]*[17]*y + [10]*x*[16]*[15]**2 + [11]*y*[15]**2 + [12]*[16]*x*[15]*[16] + [13]*y*[15]*[16] + [14]*x*y*[16])/[18]",mincg,maxcg,mincg,maxcg);
    fg10->SetParameter(0,a[0]);
    fg10->SetParameter(1,a[1]);
    fg10->SetParameter(2,a[2]);    
    fg10->SetParameter(3,a[3]);
    fg10->SetParameter(4,a[4]);
    fg10->SetParameter(5,a[5]); 
    fg10->SetParameter(6,a[6]);
    fg10->SetParameter(7,a[7]);
    fg10->SetParameter(8,a[8]); 
    fg10->SetParameter(9,a[9]);
    fg10->SetParameter(10,a[10]);
    fg10->SetParameter(11,a[11]); 
    fg10->SetParameter(12,a[12]);    
    fg10->SetParameter(13,a[13]);
    fg10->SetParameter(14,a[14]);
    fg10->SetTitle("");
    fg10->SetParameter(15,kt5d);    
    fg10->SetParameter(16,kl5d);
    fg10->SetParameter(17,c25d);
    fg10->SetParameter(18,norm);// 0.013531
    fg10->SetMinimum(0);
    ////////////////////////////////
    kt5d=1.0;
    kl5d=-10.0;
    c25d=0.0;
    // cg ===> x 
    // c2g ===> y
    TF2 *fgm10 = new TF2("fgm10","([0]*[15]**4 + [1]*[17]**2 + [2]*[15]**2*[16]**2 + [3]*x**2*[16]**2 +  [4]*y**2 + [5]*[17]*[15]**2 + [6]*[15]*[16]*[15]**2 + [7]*[15]*[16]*[17] + [8]*x*[16]*[17] + [9]*[17]*y + [10]*x*[16]*[15]**2 + [11]*y*[15]**2 + [12]*[16]*x*[15]*[16] + [13]*y*[15]*[16] + [14]*x*y*[16])/[18]",mincg,maxcg,mincg,maxcg);
    fgm10->SetParameter(0,a[0]);
    fgm10->SetParameter(1,a[1]);
    fgm10->SetParameter(2,a[2]);    
    fgm10->SetParameter(3,a[3]);
    fgm10->SetParameter(4,a[4]);
    fgm10->SetParameter(5,a[5]); 
    fgm10->SetParameter(6,a[6]);
    fgm10->SetParameter(7,a[7]);
    fgm10->SetParameter(8,a[8]); 
    fgm10->SetParameter(9,a[9]);
    fgm10->SetParameter(10,a[10]);
    fgm10->SetParameter(11,a[11]); 
    fgm10->SetParameter(12,a[12]);    
    fgm10->SetParameter(13,a[13]);
    fgm10->SetParameter(14,a[14]);
    fgm10->SetTitle("");
    fgm10->SetParameter(15,kt5d);    
    fgm10->SetParameter(16,kl5d);
    fgm10->SetParameter(17,c25d);
    fgm10->SetParameter(18,norm);//0.013531
    fgm10->SetMinimum(0);
    //
    cout<<endl<<"Value of the formula in SM point: 0.013531 pb"<<a[0]<<endl;
    cout<<"teste funcao cg , c2g : 0,0 "<< fg2->Eval(0,0)<<endl;
    cout<<"teste funcao cg , c2g : -1,1  "<<  fg2->Eval(-1,1)<<endl;
    cout<<"teste funcao cg , c2g : 1,-1  "<<  fg2->Eval(-1,1)<<endl;
    cout<<" "<<endl;
    ////////////////////////////////////////////////////
    double cg=0.0;
    double c2g=0.0;
    c25d=0.0;
    // cg ===> x  ===> kl
    // c2g ===> y ===> kt
    TF2 *SM0 = new TF2("SM0","(([0]*y**4 + [1]*[17]**2 + [2]*y**2*x**2 + [3]*[15]**2*x**2 +  [4]*[15]**2 + [5]*[17]*y**2 + [6]*y*x*y**2 + [7]*[15]*x*[17] + [8]*[16]*x*[17] + [9]*[17]*y + [10]*[16]*x*[15]**2 + [11]*[16]*y**2 + [12]*x*[16]*[15]*x + [13]*[15]*[15]*x + [14]*[16]*[15])/[18])+[19]",-15,15,0.5,2.5);
    SM0->SetParameter(0,a[0]);
    SM0->SetParameter(1,a[1]);
    SM0->SetParameter(2,a[2]);    
    SM0->SetParameter(3,a[3]);
    SM0->SetParameter(4,a[4]);
    SM0->SetParameter(5,a[5]); 
    SM0->SetParameter(6,a[6]);
    SM0->SetParameter(7,a[7]);
    SM0->SetParameter(8,a[8]); 
    SM0->SetParameter(9,a[9]);
    SM0->SetParameter(10,a[10]);
    SM0->SetParameter(11,a[11]); 
    SM0->SetParameter(12,a[12]);    
    SM0->SetParameter(13,a[13]);
    SM0->SetParameter(14,a[14]);
    SM0->SetParameter(15,cg); //==>y     
    SM0->SetParameter(16,c2g);//==>x
    SM0->SetParameter(17,c25d);
    SM0->SetParameter(18,norm);// 0.013531
    SM0->SetParameter(19,0.0001);// 0.013531
    SM0->SetTitle("c_{2} = c_{2g} = c_{g} = 0 ; #kappa_{#lambda} ; #kappa_{t}");
    //SM0->SetMinimum(0);
    SM0->SetContour(200);
    //
    cout<<endl<<"Value of the formula in SM point: 0.013531 pb "<<endl;
    cout<<"teste funcao kl , kt : 1,1 "<< SM0->Eval(1,1)<<endl;
    cout<<"teste funcao kl , kt : -10, 1  "<<  SM0->Eval(-10,1)<<endl;
    cout<<"teste funcao kl , kt : 10, 1  "<<  SM0->Eval(10,1)<<endl;
    ////////////////////////////////
    kt5d=1.0;
    kl5d=1.0;
    c25d=0.0;
    // cg ===> x ==> c2
    // c2g ===> y ==> kt
    TF2 *l1 = new TF2("l1","([0]*y**4 + [1]*x**2 + [2]*y**2*[16]**2 + [3]*[17]**2*[16]**2 +  [4]*[15]**2 + [5]*x*y**2 + [6]*y*[16]*y**2 + [7]*y*[16]*x + [8]*[17]*[16]*x + [9]*x*[15] + [10]*[17]*[16]*y**2 + [11]*[15]*y**2 + [12]*[16]*[17]*y*[16] + [13]*[15]*y*[16] + [14]*[17]*[15]*[16])/[18]",-4,4,0.5,2.5);
    l1->SetParameter(0,a[0]);
    l1->SetParameter(1,a[1]);
    l1->SetParameter(2,a[2]);    
    l1->SetParameter(3,a[3]);
    l1->SetParameter(4,a[4]);
    l1->SetParameter(5,a[5]); 
    l1->SetParameter(6,a[6]);
    l1->SetParameter(7,a[7]);
    l1->SetParameter(8,a[8]); 
    l1->SetParameter(9,a[9]);
    l1->SetParameter(10,a[10]);
    l1->SetParameter(11,a[11]); 
    l1->SetParameter(12,a[12]);    
    l1->SetParameter(13,a[13]);
    l1->SetParameter(14,a[14]);
    l1->SetTitle("#kappa_{#lambda} =1 , c_{2g} = c_{g} = 0 ; c_{2} ; #kappa_{t}");
    l1->SetParameter(15,c2g); //==> c2g
    l1->SetParameter(16,kl5d);
    l1->SetParameter(17,cg); //==> cg
    l1->SetParameter(18,norm);//0.013531
    //l1->->SetRange(1e1,0.1,1e3,1);
    //l1->SetMaximum(4e2);
    //l1->SetMinimum(0);
    //
    cout<<endl<<"Value of the formula in SM point: 0.013531 pb"<<a[0]<<endl;
    cout<<"teste funcao cg , c2g : 0,0 "<< l1->Eval(0,1)<<endl;
    cout<<"teste funcao cg , c2g : -1,1  "<<  l1->Eval(-1,1)<<endl;
    cout<<"teste funcao cg , c2g : 1,-1  "<<  l1->Eval(-1,1)<<endl;
    cout<<" "<<endl;
    
    ////////////////////////////////
    kt5d=1.0;
    kl5d=0.0;
    c25d=0.0;
    // cg ===> x ==> c2
    // c2g ===> y ==> kt
    TF2 *l0 = new TF2("l0","([0]*y**4 + [1]*x**2 + [2]*y**2*[16]**2 + [3]*[17]**2*[16]**2 +  [4]*[15]**2 + [5]*x*y**2 + [6]*y*[16]*y**2 + [7]*y*[16]*x + [8]*[17]*[16]*x + [9]*x*[15] + [10]*[17]*[16]*y**2 + [11]*[15]*y**2 + [12]*[16]*[17]*y*[16] + [13]*[15]*y*[16] + [14]*[17]*[15]*[16])/[18]",-4,4,0.5,2.5);
    l0->SetParameter(0,a[0]);
    l0->SetParameter(1,a[1]);
    l0->SetParameter(2,a[2]);    
    l0->SetParameter(3,a[3]);
    l0->SetParameter(4,a[4]);
    l0->SetParameter(5,a[5]); 
    l0->SetParameter(6,a[6]);
    l0->SetParameter(7,a[7]);
    l0->SetParameter(8,a[8]); 
    l0->SetParameter(9,a[9]);
    l0->SetParameter(10,a[10]);
    l0->SetParameter(11,a[11]); 
    l0->SetParameter(12,a[12]);    
    l0->SetParameter(13,a[13]);
    l0->SetParameter(14,a[14]);
    l0->SetTitle("");
    l0->SetParameter(15,c2g); //==> c2g
    l0->SetParameter(16,kl5d);
    l0->SetParameter(17,cg); //==> cg
    l0->SetParameter(18,norm);//0.013531
    l0->SetMinimum(0);
    //
    cout<<endl<<"Value of the formula in SM point: 0.013531 pb"<<a[0]<<endl;
    cout<<"teste funcao cg , c2g : 0,0 "<< l0->Eval(0,1)<<endl;
    cout<<"teste funcao cg , c2g : -1,1  "<<  l0->Eval(-1,1)<<endl;
    cout<<"teste funcao cg , c2g : 1,-1  "<<  l0->Eval(-1,1)<<endl;
    cout<<" "<<endl;
    ////////////////////////////////
    kt5d=1.0;
    kl5d=2.4;
    c25d=0.0;
    // cg ===> x ==> c2
    // c2g ===> y ==> kt
    TF2 *l24 = new TF2("l24","([0]*y**4 + [1]*x**2 + [2]*y**2*[16]**2 + [3]*[17]**2*[16]**2 +  [4]*[15]**2 + [5]*x*y**2 + [6]*y*[16]*y**2 + [7]*y*[16]*x + [8]*[17]*[16]*x + [9]*x*[15] + [10]*[17]*[16]*y**2 + [11]*[15]*y**2 + [12]*[16]*[17]*y*[16] + [13]*[15]*y*[16] + [14]*[17]*[15]*[16])/[18]",-4,4,0.5,2.5);
    l24->SetParameter(0,a[0]);
    l24->SetParameter(1,a[1]);
    l24->SetParameter(2,a[2]);    
    l24->SetParameter(3,a[3]);
    l24->SetParameter(4,a[4]);
    l24->SetParameter(5,a[5]); 
    l24->SetParameter(6,a[6]);
    l24->SetParameter(7,a[7]);
    l24->SetParameter(8,a[8]); 
    l24->SetParameter(9,a[9]);
    l24->SetParameter(10,a[10]);
    l24->SetParameter(11,a[11]); 
    l24->SetParameter(12,a[12]);    
    l24->SetParameter(13,a[13]);
    l24->SetParameter(14,a[14]);
    l24->SetTitle("");
    l24->SetParameter(15,c2g); //==> c2g
    l24->SetParameter(16,kl5d);
    l24->SetParameter(17,cg); //==> cg
    l24->SetParameter(18,norm);//0.013531
    l24->SetMinimum(0);
    //
    cout<<endl<<"Value of the formula in SM point: 0.013531 pb"<<a[0]<<endl;
    cout<<"teste funcao cg , c2g : 0,0 "<< l24->Eval(0,1)<<endl;
    cout<<"teste funcao cg , c2g : -1,1  "<<  l24->Eval(-1,1)<<endl;
    cout<<"teste funcao cg , c2g : 1,-1  "<<  l24->Eval(-1,1)<<endl;
    cout<<" "<<endl;
    ////////////////////////////////
    kt5d=1.0;
    kl5d=5.0;
    c25d=0.0;
    // cg ===> x ==> c2
    // c2g ===> y ==> kt
    TF2 *l5 = new TF2("l5","([0]*y**4 + [1]*x**2 + [2]*y**2*[16]**2 + [3]*[17]**2*[16]**2 +  [4]*[15]**2 + [5]*x*y**2 + [6]*y*[16]*y**2 + [7]*y*[16]*x + [8]*[17]*[16]*x + [9]*x*[15] + [10]*[17]*[16]*y**2 + [11]*[15]*y**2 + [12]*[16]*[17]*y*[16] + [13]*[15]*y*[16] + [14]*[17]*[15]*[16])/[18]",-4,4,0.5,2.5);
    l5->SetParameter(0,a[0]);
    l5->SetParameter(1,a[1]);
    l5->SetParameter(2,a[2]);    
    l5->SetParameter(3,a[3]);
    l5->SetParameter(4,a[4]);
    l5->SetParameter(5,a[5]); 
    l5->SetParameter(6,a[6]);
    l5->SetParameter(7,a[7]);
    l5->SetParameter(8,a[8]); 
    l5->SetParameter(9,a[9]);
    l5->SetParameter(10,a[10]);
    l5->SetParameter(11,a[11]); 
    l5->SetParameter(12,a[12]);    
    l5->SetParameter(13,a[13]);
    l5->SetParameter(14,a[14]);
    l5->SetTitle("");
    l5->SetParameter(15,c2g); //==> c2g
    l5->SetParameter(16,kl5d);
    l5->SetParameter(17,cg); //==> cg
    l5->SetParameter(18,norm);//0.013531
    l5->SetMinimum(0);
    //
    cout<<endl<<"Value of the formula in SM point: 0.013531 pb"<<a[0]<<endl;
    cout<<"teste funcao cg , c2g : 0,0 "<< l5->Eval(0,1)<<endl;
    cout<<"teste funcao cg , c2g : -1,1  "<<  l5->Eval(-1,1)<<endl;
    cout<<"teste funcao cg , c2g : 1,-1  "<<  l5->Eval(-1,1)<<endl;
    cout<<" "<<endl;
    ////////////////////////////////
    kt5d=1.0;
    kl5d=10.0;
    c25d=0.0;
    // cg ===> x ==> c2
    // c2g ===> y ==> kt
    TF2 *l10 = new TF2("l10","([0]*y**4 + [1]*x**2 + [2]*y**2*[16]**2 + [3]*[17]**2*[16]**2 +  [4]*[15]**2 + [5]*x*y**2 + [6]*y*[16]*y**2 + [7]*y*[16]*x + [8]*[17]*[16]*x + [9]*x*[15] + [10]*[17]*[16]*y**2 + [11]*[15]*y**2 + [12]*[16]*[17]*y*[16] + [13]*[15]*y*[16] + [14]*[17]*[15]*[16])/[18]",-4,4,0.5,2.5);
    l10->SetParameter(0,a[0]);
    l10->SetParameter(1,a[1]);
    l10->SetParameter(2,a[2]);    
    l10->SetParameter(3,a[3]);
    l10->SetParameter(4,a[4]);
    l10->SetParameter(5,a[5]); 
    l10->SetParameter(6,a[6]);
    l10->SetParameter(7,a[7]);
    l10->SetParameter(8,a[8]); 
    l10->SetParameter(9,a[9]);
    l10->SetParameter(10,a[10]);
    l10->SetParameter(11,a[11]); 
    l10->SetParameter(12,a[12]);    
    l10->SetParameter(13,a[13]);
    l10->SetParameter(14,a[14]);
    l10->SetTitle("");
    l10->SetParameter(15,c2g); //==> c2g
    l10->SetParameter(16,kl5d);
    l10->SetParameter(17,cg); //==> cg
    l10->SetParameter(18,norm);//0.013531
    l10->SetMinimum(0);
    //
    cout<<endl<<"Value of the formula in SM point: 0.013531 pb"<<a[0]<<endl;
    cout<<"teste funcao cg , c2g : 0,0 "<< l10->Eval(0,1)<<endl;
    cout<<"teste funcao cg , c2g : -1,1  "<<  l10->Eval(-1,1)<<endl;
    cout<<"teste funcao cg , c2g : 1,-1  "<<  l10->Eval(-1,1)<<endl;
    cout<<" "<<endl;
    ////////////////////////////////
    kt5d=1.0;
    kl5d=-2.4;
    c25d=0.0;
    // cg ===> x ==> c2
    // c2g ===> y ==> kt
    TF2 *lm24 = new TF2("lm24","([0]*y**4 + [1]*x**2 + [2]*y**2*[16]**2 + [3]*[17]**2*[16]**2 +  [4]*[15]**2 + [5]*x*y**2 + [6]*y*[16]*y**2 + [7]*y*[16]*x + [8]*[17]*[16]*x + [9]*x*[15] + [10]*[17]*[16]*y**2 + [11]*[15]*y**2 + [12]*[16]*[17]*y*[16] + [13]*[15]*y*[16] + [14]*[17]*[15]*[16])/[18]",-17,17,0.5,2.5);
    lm24->SetParameter(0,a[0]);
    lm24->SetParameter(1,a[1]);
    lm24->SetParameter(2,a[2]);    
    lm24->SetParameter(3,a[3]);
    lm24->SetParameter(4,a[4]);
    lm24->SetParameter(5,a[5]); 
    lm24->SetParameter(6,a[6]);
    lm24->SetParameter(7,a[7]);
    lm24->SetParameter(8,a[8]); 
    lm24->SetParameter(9,a[9]);
    lm24->SetParameter(10,a[10]);
    lm24->SetParameter(11,a[11]); 
    lm24->SetParameter(12,a[12]);    
    lm24->SetParameter(13,a[13]);
    lm24->SetParameter(14,a[14]);
    lm24->SetTitle("");
    lm24->SetParameter(15,c2g); //==> c2g
    lm24->SetParameter(16,kl5d);
    lm24->SetParameter(17,cg); //==> cg
    lm24->SetParameter(18,norm);//0.013531
    lm24->SetMinimum(0);
    //
    cout<<endl<<"Value of the formula in SM point: 0.013531 pb"<<a[0]<<endl;
    cout<<"teste funcao cg , c2g : 0,0 "<< lm24->Eval(0,1)<<endl;
    cout<<"teste funcao cg , c2g : -1,1  "<<  lm24->Eval(-1,1)<<endl;
    cout<<"teste funcao cg , c2g : 1,-1  "<<  lm24->Eval(-1,1)<<endl;
    cout<<" "<<endl;
    ////////////////////////////////
    kt5d=1.0;
    kl5d=-5.0;
    c25d=0.0;
    // cg ===> x ==> c2
    // c2g ===> y ==> kt
    TF2 *lm5 = new TF2("lm5","([0]*y**4 + [1]*x**2 + [2]*y**2*[16]**2 + [3]*[17]**2*[16]**2 +  [4]*[15]**2 + [5]*x*y**2 + [6]*y*[16]*y**2 + [7]*y*[16]*x + [8]*[17]*[16]*x + [9]*x*[15] + [10]*[17]*[16]*y**2 + [11]*[15]*y**2 + [12]*[16]*[17]*y*[16] + [13]*[15]*y*[16] + [14]*[17]*[15]*[16])/[18]",-4,4,0.5,2.5);
    lm5->SetParameter(0,a[0]);
    lm5->SetParameter(1,a[1]);
    lm5->SetParameter(2,a[2]);    
    lm5->SetParameter(3,a[3]);
    lm5->SetParameter(4,a[4]);
    lm5->SetParameter(5,a[5]); 
    lm5->SetParameter(6,a[6]);
    lm5->SetParameter(7,a[7]);
    lm5->SetParameter(8,a[8]); 
    lm5->SetParameter(9,a[9]);
    lm5->SetParameter(10,a[10]);
    lm5->SetParameter(11,a[11]); 
    lm5->SetParameter(12,a[12]);    
    lm5->SetParameter(13,a[13]);
    lm5->SetParameter(14,a[14]);
    lm5->SetTitle("");
    lm5->SetParameter(15,c2g); //==> c2g
    lm5->SetParameter(16,kl5d);
    lm5->SetParameter(17,cg); //==> cg
    lm5->SetParameter(18,norm);//0.013531
    lm5->SetMinimum(0);
    //
    cout<<endl<<"Value of the formula in SM point: 0.013531 pb"<<a[0]<<endl;
    cout<<"teste funcao cg , c2g : 0,0 "<< lm5->Eval(0,1)<<endl;
    cout<<"teste funcao cg , c2g : -1,1  "<<  lm5->Eval(-1,1)<<endl;
    cout<<"teste funcao cg , c2g : 1,-1  "<<  lm5->Eval(-1,1)<<endl;
    cout<<" "<<endl;
    ////////////////////////////////
    kt5d=1.0;
    kl5d=-10.0;
    c25d=0.0;
    // cg ===> x ==> c2
    // c2g ===> y ==> kt
    TF2 *lm10 = new TF2("lm10","([0]*y**4 + [1]*x**2 + [2]*y**2*[16]**2 + [3]*[17]**2*[16]**2 +  [4]*[15]**2 + [5]*x*y**2 + [6]*y*[16]*y**2 + [7]*y*[16]*x + [8]*[17]*[16]*x + [9]*x*[15] + [10]*[17]*[16]*y**2 + [11]*[15]*y**2 + [12]*[16]*[17]*y*[16] + [13]*[15]*y*[16] + [14]*[17]*[15]*[16])/[18]",-4,4,0.5,2.5);
    lm10->SetParameter(0,a[0]);
    lm10->SetParameter(1,a[1]);
    lm10->SetParameter(2,a[2]);    
    lm10->SetParameter(3,a[3]);
    lm10->SetParameter(4,a[4]);
    lm10->SetParameter(5,a[5]); 
    lm10->SetParameter(6,a[6]);
    lm10->SetParameter(7,a[7]);
    lm10->SetParameter(8,a[8]); 
    lm10->SetParameter(9,a[9]);
    lm10->SetParameter(10,a[10]);
    lm10->SetParameter(11,a[11]); 
    lm10->SetParameter(12,a[12]);    
    lm10->SetParameter(13,a[13]);
    lm10->SetParameter(14,a[14]);
    lm10->SetTitle("");
    lm10->SetParameter(15,c2g); //==> c2g
    lm10->SetParameter(16,kl5d);
    lm10->SetParameter(17,cg); //==> cg
    lm10->SetParameter(18,norm);//0.013531
    lm10->SetMinimum(0);
    //
    cout<<endl<<"Value of the formula in SM point: 0.013531 pb"<<a[0]<<endl;
    cout<<"teste funcao cg , c2g : 0,0 "<< lm10->Eval(0,1)<<endl;
    cout<<"teste funcao cg , c2g : -1,1  "<<  lm10->Eval(-1,1)<<endl;
    cout<<"teste funcao cg , c2g : 1,-1  "<<  lm10->Eval(-1,1)<<endl;
    cout<<" "<<endl;
    ///////////////////////////////////////////////////////////////
    // Draw this function in pad1 with Gouraud shading option
    TCanvas *c1 = new TCanvas("c1","Surfaces Drawing Options",1500,2500);
    const int Number = 3;
    Double_t Red[Number]    = { 1.00, 0.00, 0.00};
    Double_t Green[Number]  = { 0.00, 1.00, 0.00};
    Double_t Blue[Number]   = { 1.00, 0.00, 1.00};
    Double_t Length[Number] = { 0.00, 0.50, 1.00 };
    Int_t nb=30;
    TColor::CreateGradientColorTable(Number,Length,Red,Green,Blue,nb);
    ////////////////////////////
    TLatex* text = new TLatex();
    text->SetTextSize(0.09);
    c1->SetLogz(0);
    //////////////////////////////////////
    /*
    c1->Divide(3,4);   
    c1->cd(1);
    //c1_1->SetLogz();
    //c1->SetTicks(0,0);
    //c1->SetRightMargin(0.15);
    //c1->SetLeftMargin(0.15);
    //c1->SetBottomMargin(0.02);
    fg2->Draw("colz1");
    text->DrawLatex(-0.85,-0.8,"#kappa_{#lambda} = 1, #kappa_{t} = 1,  c_{2} = 0");
    //-----------------
    c1->cd(2);
    //c1_1->SetLogz();
    //c1_2->SetTicks(0,0);
    //c1_2->SetRightMargin(0.15);
    //c1_2->SetLeftMargin(0.15);
    //c1_2->SetBottomMargin(0.02);
    fg10->Draw("colz1");
    text->DrawLatex(-0.85,-0.8,"#kappa_{#lambda} = 10, #kappa_{t} = 1,  c_{2} = 0");
    //-----------------
    c1->cd(3);
    //c1_1->SetLogz();
    //c1_2->SetTicks(0,0);
    //c1_2->SetRightMargin(0.15);
    //c1_2->SetLeftMargin(0.15);
    //c1_2->SetBottomMargin(0.02);
    fgm10->Draw("colz1");
    text->DrawLatex(-0.85,-0.8,"#kappa_{#lambda} = -10, #kappa_{t} = 1,  c_{2} = 0");
    //text->SetTextSize(0.08);
    //text->SetTextColor(0);
    //text->DrawLatex(-0.85.,-0.8,"#kappa_{#lambda} = 2.4, #kappa_{t} = 1,  c_{2} = 0");
    c1->cd(4);
    //c1_1->SetLogz();
    //c1_2->SetTicks(0,0);
    //c1_2->SetRightMargin(0.15);
    //c1_2->SetLeftMargin(0.15);
    //c1_2->SetBottomMargin(0.02);
    SM0->Draw("colz1");
    text->DrawLatex(-3.,0.7,"c_{2} = c_{g}  = c_{2} = 0");  
    //text->SetTextSize(0.08);
    //text->SetTextColor(0);
    //text->DrawLatex(-0.85.,-0.8,"#kappa_{#lambda} = 2.4, #kappa_{t} = 1,  c_{2} = 0");
    c1->cd(5);
    //c1_5->SetTicks(0,0);
    //c1_2->SetRightMargin(0.15);
    //c1_2->SetLeftMargin(0.15);
    //c1_2->SetBottomMargin(0.02);
    l1->Draw("colz1");
    text->DrawLatex(-3.,0.7,"#kappa_{#lambda} = 1, c_{g}  = c_{2} = 0");  
    c1->cd(6);
    //c1_5->SetTicks(0,0);
    //c1_2->SetRightMargin(0.15);
    //c1_2->SetLeftMargin(0.15);
    //c1_2->SetBottomMargin(0.02);
    l0->Draw("colz1");
    text->DrawLatex(-3.,0.7,"#kappa_{#lambda} = c_{g}  = c_{2} = 0");  
    //text->SetTextSize(0.08);
    //text->SetTextColor(0);
    //text->DrawLatex(-0.85.,-0.8,"#kappa_{#lambda} = 2.4, #kappa_{t} = 1,  c_{2} = 0");   
    c1->cd(7);
    //c1_5->SetTicks(0,0);
    //c1_2->SetRightMargin(0.15);
    //c1_2->SetLeftMargin(0.15);
    //c1_2->SetBottomMargin(0.02);
    l24->Draw("colz");
    text->DrawLatex(-3.,0.7,"#kappa_{#lambda} = 2.4, c_{g}  = c_{2} = 0");  
    //text->SetTextSize(0.08);
    //text->SetTextColor(0);
    //text->DrawLatex(-0.85.,-0.8,"#kappa_{#lambda} = 2.4, #kappa_{t} = 1,  c_{2} = 0");  
    c1->cd(8);
    //c1_5->SetTicks(0,0);
    //c1_2->SetRightMargin(0.15);
    //c1_2->SetLeftMargin(0.15);
    //c1_2->SetBottomMargin(0.02);
    l5->Draw("colz1");
    text->DrawLatex(-3.,0.7,"#kappa_{#lambda} = 5, c_{g}  = c_{2} = 0");  
    //text->SetTextSize(0.08);
    //text->SetTextColor(0);
    //text->DrawLatex(-0.85.,-0.8,"#kappa_{#lambda} = 2.4, #kappa_{t} = 1,  c_{2} = 0");  
    c1->cd(9);
    //c1_5->SetTicks(0,0);
    //c1_2->SetRightMargin(0.15);
    //c1_2->SetLeftMargin(0.15);
    //c1_2->SetBottomMargin(0.02);
    l10->Draw("colz1");
    text->DrawLatex(-3.,0.7,"#kappa_{#lambda} = 10, c_{g}  = c_{2} = 0");  
    //text->DrawLatex(-3,1,"SM plane in log scale");
    //text->SetTextSize(0.08);
    //text->SetTextColor(0);
    //text->DrawLatex(-0.85.,-0.8,"#kappa_{#lambda} = 2.4, #kappa_{t} = 1,  c_{2} = 0");  
    c1->cd(10);
    //c1_5->SetTicks(0,0);
    //c1_2->SetRightMargin(0.15);
    //c1_2->SetLeftMargin(0.15);
    //c1_2->SetBottomMargin(0.02);
    lm24->Draw("colz1");
    text->DrawLatex(-3.,0.7,"#kappa_{#lambda} = -2.4, c_{g}  = c_{2} = 0");  
    c1->cd(11);
    //c1_5->SetTicks(0,0);
    //c1_2->SetRightMargin(0.15);
    //c1_2->SetLeftMargin(0.15);
    //c1_2->SetBottomMargin(0.02);
    lm5->Draw("colz1");
    text->DrawLatex(-3.,0.7,"#kappa_{#lambda} = -5, c_{g}  = c_{2} = 0");  
    c1->cd(12);
    //c1_5->SetTicks(0,0);
    //c1_2->SetRightMargin(0.15);
    //c1_2->SetLeftMargin(0.15);
    //c1_2->SetBottomMargin(0.02);
    lm10->Draw("colz1");
    //text->DrawLatex(-3,1,"SM plane in log scale");
    //text->SetTextSize(0.08);
    //text->SetTextColor(0);
    text->DrawLatex(-3.,0.7,"#kappa_{#lambda} = -10, c_{g}  = c_{2} = 0");  
    c1->SaveAs("C2Fit.pdf");
    c1->Close();
     */
    //////////////////////////////////////////////////
    //
    // do histrograms with errors
    //
    // plot (point - fit)/fit between int nmintest, int nmaxtest
    // do by the planes
    //////////////////////////////////////////////////
    // take the fit
    // need to be done by planes
    //c1->Clear();
    // a
    double SMxs =  0.013531; // 1 0.017278;// 14 0.0041758;// 8tev 0.013531; // 13 tev 0.017278;// 0.0041758;
    TGraph2D *g2 = new TGraph2D(117);//(118);
    g2->SetMarkerStyle(20);
    g2->SetMarkerSize(2);
    g2->SetTitle("0");
    g2->SetTitle("#kappa_{t} = #kappa_{#lambda} = 1 , c_{2} = 0 ; c_{g} ; c_{2g}");
    int j=0;
    for (unsigned int ij = 0; ij < nmaxx ; ij++) if( par1[ij] ==1 && par0[ij] ==1 && par2[ij]==0 && cross_section[ij] >0.0001) if(ij!=301) {
        double fit = SMxs*(fg2->Eval(par3[ij], par4[ij]));
        cout<<j<<" "<< par3[ij]<<" "<< par4[ij]<<" "<<fit <<" "<< cross_section[ij]<<" diff: " <<(fit - cross_section[ij])/fit<< endl;
        g2->SetPoint(j, par3[ij], par4[ij], 100*(fit - cross_section[ij])/fit); 
        j++;
        //Differences2->Fill(par3[i], par4[i], (fit - cross_section[i])/fit); 
    }
    // b 
    ////////////////////////////////
    int ktb=1.0;
    int klb=1.0;
    // cg ===> x ==> c2
    // c2g ===> y ==> kt ==> cg = c2g
    TF2 *pb = new TF2("pb","([0]*[15]**4 + [1]*x**2 + [2]*[15]**2*[16]**2 + [3]*y**2*[16]**2 +  [4]*y**2 + [5]*x*[15]**2 + [6]*[15]*[16]*[15]**2 + [7]*[15]*[16]*x + [8]*y*[16]*x - [9]*x*y + [10]*y*[16]*[15]**2 - [11]*y*[15]**2 + [12]*[16]*y*[15]*[16] - [13]*y*[15]*[16] - [14]*y*y*[16])/[17]",-3,3,-1,1);
    pb->SetParameter(0,a[0]);
    pb->SetParameter(1,a[1]);
    pb->SetParameter(2,a[2]);    
    pb->SetParameter(3,a[3]);
    pb->SetParameter(4,a[4]);
    pb->SetParameter(5,a[5]); 
    pb->SetParameter(6,a[6]);
    pb->SetParameter(7,a[7]);
    pb->SetParameter(8,a[8]); 
    pb->SetParameter(9,a[9]);
    pb->SetParameter(10,a[10]);
    pb->SetParameter(11,a[11]); 
    pb->SetParameter(12,a[12]);    
    pb->SetParameter(13,a[13]);
    pb->SetParameter(14,a[14]);
    pb->SetTitle("#kappa_{t} = #kappa_{#lambda} = 1 , c_{2g} = - c_{g} ; c_{2} ; c_{g}");
    pb->SetParameter(15,ktb); //==> c2g ==>kt
    pb->SetParameter(16,klb);
    pb->SetContour(200);
    //l5->SetParameter(17,cg); //==> cg
    pb->SetParameter(17,norm);//0.013531
    //pb->SetMinimum(0);
    TGraph2D *gb = new TGraph2D(132);//(118);
    gb->SetMarkerStyle(20);
    gb->SetMarkerSize(2);
    //gb->SetTitle("0");
    gb->SetTitle("#kappa_{t} = #kappa_{#lambda} = 1 , c_{2g} = - c_{g} ; c_{2} ; c_{g}");
    int jb=0;
    for (unsigned int ijb = 0; ijb < nmaxx ; ijb++) if( par1[ijb] ==1 && par0[ijb] ==1 && par3[ijb] == -par4[ijb] && cross_section[ijb] >0.0001) {
        double fitb = SMxs*(pb->Eval(par2[ijb], par3[ijb]));
        cout<<jb<<" "<<ijb<<" "<< par2[ijb]<<" "<< par4[ijb]<<" "<<fitb <<" "<< cross_section[ijb]<<" diff: " <<(fitb - cross_section[ijb])/fitb<< endl;
        if (abs((fitb - cross_section[ijb])/fitb) > 0.1) cout<<"here"<<endl;
        gb->SetPoint(jb, par2[ijb], par4[ijb], 100*((fitb - cross_section[ijb])/fitb)); 
        jb++;
        //Differences2->Fill(par3[i], par4[i], (fit - cross_section[i])/fit); 
    }
    //////////////////////////////////////////////
    // c
    ////////////////////////////////
    int ktc=1.0;
    int c2c=0.0;//==>c2
    // cg ===> x ==> c2 =//=>kl
    // c2g ===> y ==> kt ==> c2g = -cg 
    TF2 *pc = new TF2("pb","([0]*[15]**4 + [1]*[16]**2 + [2]*[15]**2*x**2 + [3]*y**2*x**2 +  [4]*y**2 + [5]*[16]*[15]**2 + [6]*[15]*x*[15]**2 + [7]*[15]*x*[16] + [8]*y*x*[16] - [9]*[16]*y + [10]*y*x*[15]**2 - [11]*y*[15]**2 + [12]*x*y*[15]*x - [13]*y*[15]*x - [14]*y*y*x)/[17]",-17,17,-1,1);
    pc->SetParameter(0,a[0]);
    pc->SetParameter(1,a[1]);
    pc->SetParameter(2,a[2]);    
    pc->SetParameter(3,a[3]);
    pc->SetParameter(4,a[4]);
    pc->SetParameter(5,a[5]); 
    pc->SetParameter(6,a[6]);
    pc->SetParameter(7,a[7]);
    pc->SetParameter(8,a[8]); 
    pc->SetParameter(9,a[9]);
    pc->SetParameter(10,a[10]);
    pc->SetParameter(11,a[11]); 
    pc->SetParameter(12,a[12]);    
    pc->SetParameter(13,a[13]);
    pc->SetParameter(14,a[14]);
    pc->SetTitle("#kappa_{t} = 1 , c2 = 0 , c_{2g} = - c_{g} ; #kappa_{#lambda} ; c_{g}");
    pc->SetParameter(15,ktc); //==> c2g ==>kt
    pc->SetParameter(16,c2c);// ==>c2
    //l5->SetParameter(17,cg); //==> cg
    pc->SetParameter(17,norm);//0.013531
    //pc->SetMinimum(0);
    pc->SetContour(200);
    TGraph2D *gc = new TGraph2D(125);//(118);
    gc->SetMarkerStyle(20);
    gc->SetMarkerSize(2);
    gc->SetTitle("#kappa_{t} = 1 , c2 = 0 , c_{2g} = - c_{g} ; #kappa_{#lambda} ; c_{g}");
  //  gc->GetYaxis()->SetTitle("c_{g}");
  //  gc->GetXaxis()->SetTitle("#kappa_{#lambda}");
    int jc=0;
    for (unsigned int ijb = 0; ijb < nmaxx ; ijb++) if( par1[ijb] ==1 && par2[ijb] ==0 && par3[ijb] == -par4[ijb]  && cross_section[ijb] >0.0001 && par3[ijb] >-1.5) { //&& abs(par0[ijb]) <6
        double fitc = SMxs*(pc->Eval(par0[ijb], par3[ijb]));
        //cout<<jb<<" "<<ijb<<" "<< par0[ijb]<<" "<< par4[ijb]<<" "<<fitc <<" "<< cross_section[ijb]<<" diff: " <<(fitc - cross_section[ijb])/fitc<< endl;
        if (abs((fitc - cross_section[ijb])/fitc) > 0.1) cout<<"here"<<endl;
        gc->SetPoint(jc, par0[ijb], par3[ijb], 100*((fitc - cross_section[ijb])/fitc)); 
        jc++;
        //Differences2->Fill(par3[i], par4[i], (fit - cross_section[i])/fit); 
    }
    //////////////////////////////////
    // d -- SM plane
    //SM0->Eval(1,1)
    // cg ===> x  ===> kl
    // c2g ===> y ===> kt
    TGraph2D *gSM = new TGraph2D(112);//(118);
    gSM->SetMarkerStyle(20);
    gSM->SetMarkerSize(2);
    gSM->SetTitle("0");
    gSM->SetTitle("c_{2} = c_{2g} = c_{g} = 0 ; #kappa_{#lambda} ; #kappa_{t}");
    int jSM=0;
    for (unsigned int ii = 0; ii < nmaxx ; ii++) if( par2[ii] ==0 && par3[ii] ==0 && par4[ii]==0 && cross_section[ii] >0.00001 &&  cross_section[ii] <10000 && par1[ii] >0.3 && ii!=301) {
        double fitSM = SMxs*(SM0->Eval(par0[ii], par1[ii]));
        //{
        //cout<<" SM plane"<<jSM<<" "<<ii<<" " << par0[ii]<<" "<< par1[ii]<<" "<<fitSM <<" "<< cross_section[ii]<<" diff: " <<(fitSM - cross_section[ii])/fitSM<< endl;
        if (abs((fitSM - cross_section[ii])/fitSM) > 0.1) cout<<"here"<<endl;
        gSM->SetPoint(jSM, par0[ii], par1[ii], 100*(fitSM - cross_section[ii])/fitSM); 
        jSM++;
        //}
        //Differences2->Fill(par3[i], par4[i], (fit - cross_section[i])/fit); 
    }    
    //////////////////////////////////
    // e -- SM plane
    //SM0->Eval(1,1)
    // cg ===> x  ===> c2
    // c2g ===> y ===> kt
    TGraph2D *gSMc2 = new TGraph2D(62);//(118);//57 13 tev
    gSMc2->SetMarkerStyle(20);
    gSMc2->SetMarkerSize(2);
    //gSMc2->SetTitle("0");
    gSMc2->SetTitle("#kappa_{#lambda} =1 , c_{2g} = c_{g} = 0 ; c_{2} ; #kappa_{t}");
    int jSMc2=0;
    for (unsigned int ii = 0; ii < nmaxx ; ii++) if( par0[ii] ==1 && par3[ii] ==0 && par4[ii]==0 && cross_section[ii] >0.00001 &&  cross_section[ii] <10000 && par1[ii] >0.25 ) if(ii!=301){
        double fitSM = SMxs*(l1->Eval(par2[ii], par1[ii]));
        //{
        cout<<jSMc2<<" "<<ii<<" " << par2[ii]<<" "<< par1[ii]<<" "<<fitSM <<" "<< cross_section[ii]<<" diff: " <<(fitSM - cross_section[ii])/fitSM<< endl;
        if (abs((fitSM - cross_section[ii])/fitSM) > 0.1) cout<<"here"<<endl;
        gSMc2->SetPoint(jSMc2, par2[ii], par1[ii], 100*(fitSM - cross_section[ii])/fitSM); 
        jSMc2++;
        //}
        //Differences2->Fill(par3[i], par4[i], (fit - cross_section[i])/fit); 
    }   
    ////////////////////////////////
    // f = cg =0
    int ktf=1.0;
    int klf=1.0;
    // cg ===> x ==> c2
    // c2g ===> y ==> kt ==> cg = c2g
    TF2 *pf = new TF2("pf","([0]*[15]**4 + [1]*x**2 + [2]*[15]**2*[16]**2 +  [4]*y**2 + [5]*x*[15]**2 + [6]*[15]*[16]*[15]**2 + [7]*[15]*[16]*x + [9]*x*y + [11]*y*[15]**2  + [13]*y*[15]*[16])/[17]",-3,3,-1,1);
    pf->SetParameter(0,a[0]);
    pf->SetParameter(1,a[1]);
    pf->SetParameter(2,a[2]);    
    pf->SetParameter(3,a[3]);
    pf->SetParameter(4,a[4]);
    pf->SetParameter(5,a[5]); 
    pf->SetParameter(6,a[6]);
    pf->SetParameter(7,a[7]);
    pf->SetParameter(8,a[8]); 
    pf->SetParameter(9,a[9]);
    pf->SetParameter(10,a[10]);
    pf->SetParameter(11,a[11]); 
    pf->SetParameter(12,a[12]);    
    pf->SetParameter(13,a[13]);
    pf->SetParameter(14,a[14]);
    pf->SetTitle("#kappa_{t} = #kappa_{#lambda} = 1 , c_{g} = 0 ; c_{2} ; c_{2g}");
    //pf->SetTitleSize(0.3);
    pf->SetParameter(15,ktf); //==> c2g ==>kt
    pf->SetParameter(16,klf);
    pf->SetContour(200);
    //l5->SetParameter(17,cg); //==> cg
    pf->SetParameter(17,norm);//0.013531
    //pb->SetMinimum(0);
    TGraph2D *gf = new TGraph2D(132);//(118);
    gf->SetMarkerStyle(20);
    gf->SetMarkerSize(2);
    //gb->SetTitle("0");
    gf->SetTitle("#kappa_{t} = #kappa_{#lambda} = 1 , c_{g} = 0 ; c_{2} ; c_{2g}");
    int jf=0;
    for (unsigned int ijb = 0; ijb < nmaxx ; ijb++) if( par1[ijb] ==1 && par0[ijb] ==1 && par3[ijb] == 0 && cross_section[ijb] >0.0001) {
        double fitb = SMxs*(pf->Eval(par2[ijb], par4[ijb]));
        cout<<jf<<" "<<ijb<<" "<< par2[ijb]<<" "<< par4[ijb]<<" "<<fitb <<" "<< cross_section[ijb]<<" diff: " <<(fitb - cross_section[ijb])/fitb<< endl;
        if (abs((fitb - cross_section[ijb])/fitb) > 0.1) cout<<"here"<<endl;
        gf->SetPoint(jf, par2[ijb], par4[ijb], 100*((fitb - cross_section[ijb])/fitb)); 
        jf++;
        //Differences2->Fill(par3[i], par4[i], (fit - cross_section[i])/fit); 
    }
    //////////////////////////////////////////////
    // rest square
    TCanvas *c2 = new TCanvas("c2","Surfaces Drawing Options",700,2200);
    c2->Divide(2,3);   
    c2->cd(1);
    c2_1->SetRightMargin(0.17);
    c2_1->SetLeftMargin(0.21);
    //c2->cd();
    c2_1->SetTheta(90.0-0.001);
    c2_1->SetPhi(0.0+0.001);
    gSM->Draw("Pcolz");
    //fg2->Draw("cont3SAME");
    c2->cd(2);
    c2_2->SetRightMargin(0.2);
    c2_2->SetLeftMargin(0.21);
    c2_2->SetTheta(90.0-0.001);
    c2_2->SetPhi(0.0+0.001);
    gSMc2->Draw("Pcolz");
    //SM0->Draw("cont3SAME");
    c2->cd(3);
    c2_3->SetRightMargin(0.2);
    c2_3->SetLeftMargin(0.21);
    c2_3->SetTheta(90.0-0.001);
    c2_3->SetPhi(0.0+0.001);
    gb->Draw("Pcolz");
    //pb->Draw("cont3SAME");
    c2->cd(4);
    c2_4->SetRightMargin(0.2);
    c2_4->SetLeftMargin(0.21);
    c2_4->SetTheta(90.0-0.001);
    c2_4->SetPhi(0.0+0.001);
    gc->Draw("Pcolz");
    //pc->Draw("cont3SAME");
    c2->cd(5);
    c2_5->SetRightMargin(0.2);
    c2_5->SetLeftMargin(0.21);
    c2_5->SetTheta(90.0-0.001);
    c2_5->SetPhi(0.0+0.001);
    
    g2->Draw("Pcolz");
    //
    c2->cd(6);
    c2_6->SetRightMargin(0.2);
    c2_6->SetLeftMargin(0.21);
    c2_6->SetTheta(90.0-0.001);
    c2_6->SetPhi(0.0+0.001);
    gf->Draw("Pcolz");
    c2->SaveAs("DiffSMplane_all_orthogonal_13tev.pdf");
    //////////////////////////////////////////////
    // rest square
    TCanvas *c3 = new TCanvas("c3","Surfaces Drawing Options",2200,700);
    c3->Divide(3,2); 
    c3->cd(1);
    c3_1->SetLogz(1);
    c3_1->SetLeftMargin(0.19);
    c3_1->SetBottomMargin(0.19);
    c3_1->SetRightMargin(0.2);
    //c2->cd();
    //g2->Draw("Pcolz");
    SM0->Draw("colz");
    
    c3->cd(2);
    c3_2->SetLogz(1);
    c3_2->SetRightMargin(0.19);
    c3_2->SetBottomMargin(0.19);
    c3_2->SetLeftMargin(0.21);
    //gSM->Draw("Pcolz");
    l1->Draw("colz");
    //c3_2->SetRightMargin(0.2);
    c3->cd(3);
    c3_3->SetLogz(1);
    c3_3->SetRightMargin(0.17);
    c3_3->SetBottomMargin(0.19);
    c3_3->SetLeftMargin(0.21);
    //gb->Draw("Pcolz");
    pb->Draw("colz");
    c3->cd(4);
    c3_4->SetLogz(1);
    c3_4->SetRightMargin(0.16);
    c3_4->SetBottomMargin(0.19);
    c3_4->SetLeftMargin(0.21);
    //gc->Draw("Pcolz");
    pc->Draw("colz");
    c3->cd(5);
    c3_5->SetLogz(1);
    c3_5->SetRightMargin(0.19);
    c3_5->SetBottomMargin(0.19);
    c3_5->SetLeftMargin(0.21);
    //gSMc2->Draw("Pcolz");
    
    fg2->Draw("colz");
    c3->cd(6);
    c3_6->SetLogz(1);
    c3_6->SetRightMargin(0.19);
    c3_6->SetBottomMargin(0.19);
    c3_6->SetLeftMargin(0.21);
    //gSMc2->Draw("Pcolz");
    pf->Draw("colz");
    
    c3->SaveAs("CX_all_orthogonal_13tev.pdf");
    //////////////////////////////////////////////
    
    /*  TGraph *gall = new TGraph(nmaxx - nminx);
    gall->SetMarkerStyle(20);
    gall->SetMarkerSize(2);
    gall->SetTitle("0");
    for (unsigned int i = 0; i < nmaxx - nminx; i++) if( par1[i] ==1 && par0[i] ==1 && par2[i]==0 ) {
        double fit = fg2->Eval(par3[i], par4[i]);
        cout<< par3[i]<<" "<< par4[i]<<" "<< (fit - cross_section[i])/fit<< endl;
        g2->SetPoint(i, par3[i], par4[i], (fit - cross_section[i])/fit); 
        //Differences2->Fill(par3[i], par4[i], (fit - cross_section[i])/fit); 
    }*/
    



    
}