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getparam.cpp
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#include "TFile.h"
#include "TTree.h"
#include "TMath.h"
#include "TRandom3.h"
#include "TString.h"
#include "TH2D.h"
#include "TF1.h"
#include "TF2.h"
#include "TFitResultPtr.h"
#include <TStopwatch.h>
#include <TGraphErrors.h>
#include <iostream>
#include <algorithm>
#include <vector>
#include <utility>
#include <boost/program_options.hpp>
#include <Eigen/Core>
#include <Eigen/Dense>
using Eigen::MatrixXd;
using Eigen::VectorXd;
using namespace std;
using namespace boost::program_options;
double cheb_fct(double *var, double *par){
double x=var[0];
double den = 0.;
double num = 0.;
for(int i = 0; i <= par[0] ; i++){ // par[0]=n
int sign = i%2==0 ? +1 :-1;
double xj = TMath::Cos((par[0]-i)*TMath::Pi()/par[0]);
xj *= par[2];
xj += par[1];
if(x==xj) return 1.0;// protect from nan
double val = sign/(x-xj);
if(i==0 || i==par[0]) val *= 0.5;
den += val;
if(i==par[3]) num = val; // par[3]=m
}
return num/den;
}
double cheb_node(double *var, double *par){
double xj = TMath::Cos((par[0]-par[3])*TMath::Pi()/par[0]);
xj *= par[2];
xj += par[1];
return xj;
}
int main(int argc, char* argv[])
{
TStopwatch sw;
sw.Start();
variables_map vm;
try
{
options_description desc{"Options"};
desc.add_options()
("help,h", "Help screen")
("nevents", value<long>()->default_value(1000), "number of events")
("ntoys", value<int>()->default_value(-1), "number of toys")
("extrabinsX", value<int>()->default_value(10), "pdf x granularity")
("extrabinsY", value<int>()->default_value(10), "pdf y granularity")
("dULx", value<int>()->default_value(2), "max degree in x of corrxy")
("dULy", value<int>()->default_value(2), "max degree in y of corrxy")
("dA0x", value<int>()->default_value(2), "max degree in x for A0")
("dA0y", value<int>()->default_value(2), "max degree in y for A0")
("dA1x", value<int>()->default_value(2), "max degree in x for A1")
("dA1y", value<int>()->default_value(2), "max degree in y for A1")
("dA2x", value<int>()->default_value(2), "max degree in x for A2")
("dA2y", value<int>()->default_value(2), "max degree in y for A2")
("dA3x", value<int>()->default_value(2), "max degree in x for A3")
("dA3y", value<int>()->default_value(2), "max degree in y for A3")
("dA4x", value<int>()->default_value(2), "max degree in x for A4")
("dA4y", value<int>()->default_value(2), "max degree in y for A4")
("dA5x", value<int>()->default_value(2), "max degree in x for A5")
("dA5y", value<int>()->default_value(2), "max degree in y for A5")
("dA6x", value<int>()->default_value(2), "max degree in x for A6")
("dA6y", value<int>()->default_value(2), "max degree in y for A6")
("dA7x", value<int>()->default_value(2), "max degree in x for A7")
("dA7y", value<int>()->default_value(2), "max degree in y for A7")
("cULx", value<int>()->default_value(1), "constraint in x of corrxy")
("cULy", value<int>()->default_value(0), "constraint in y of corrxy")
("cA0x", value<int>()->default_value(1), "constraint to 0 in x=0 for A0")
("cA0y", value<int>()->default_value(0), "constraint to 0 in y=0 for A0")
("cA1x", value<int>()->default_value(1), "constraint to 0 in x=0 for A1")
("cA1y", value<int>()->default_value(0), "constraint to 0 in y=0 for A1")
("cA2x", value<int>()->default_value(1), "constraint to 0 in x=0 for A2")
("cA2y", value<int>()->default_value(0), "constraint to 0 in y=0 for A2")
("cA3x", value<int>()->default_value(1), "constraint to 0 in x=0 for A3")
("cA3y", value<int>()->default_value(1), "constraint to 0 in y=0 for A3")
("cA4x", value<int>()->default_value(0), "constraint to 0 in x=0 for A4")
("cA4y", value<int>()->default_value(0), "constraint to 0 in y=0 for A4")
("cA5x", value<int>()->default_value(1), "constraint to 0 in x=0 for A5")
("cA5y", value<int>()->default_value(0), "constraint to 0 in y=0 for A5")
("cA6x", value<int>()->default_value(1), "constraint to 0 in x=0 for A6")
("cA6y", value<int>()->default_value(0), "constraint to 0 in y=0 for A6")
("cA7x", value<int>()->default_value(1), "constraint to 0 in x=0 for A7")
("cA7y", value<int>()->default_value(0), "constraint to 0 in y=0 for A7")
("fULx", value<int>()->default_value(-1), "max degree of modifier in x of corrxy")
("fULy", value<int>()->default_value(-1), "max degree of modifier in y of corrxy")
("fA0x", value<int>()->default_value(-1), "max degree of modifier in x for A0")
("fA0y", value<int>()->default_value(-1), "max degree of modifier in y for A0")
("fA1x", value<int>()->default_value(-1), "max degree of modifier in x for A1")
("fA1y", value<int>()->default_value(-1), "max degree of modifier in y for A1")
("fA2x", value<int>()->default_value(-1), "max degree of modifier in x for A2")
("fA2y", value<int>()->default_value(-1), "max degree of modifier in y for A2")
("fA3x", value<int>()->default_value(-1), "max degree of modifier in x for A3")
("fA3y", value<int>()->default_value(-1), "max degree of modifier in y for A3")
("fA4x", value<int>()->default_value(-1), "max degree of modifier in x for A4")
("fA4y", value<int>()->default_value(-1), "max degree of modifier in y for A4")
("fA5x", value<int>()->default_value(-1), "max degree of modifier in x for A5")
("fA5y", value<int>()->default_value(-1), "max degree of modifier in y for A5")
("fA6x", value<int>()->default_value(-1), "max degree of modifier in x for A6")
("fA6y", value<int>()->default_value(-1), "max degree of modifier in y for A6")
("fA7x", value<int>()->default_value(-1), "max degree of modifier in x for A7")
("fA7y", value<int>()->default_value(-1), "max degree of modifier in y for A7")
("x_max", value<double>()->default_value(0.499), "max x value for fit")
("y_max", value<double>()->default_value(-1.0), "max y value for fit")
("xf_max", value<double>()->default_value(-1.0), "max x value for syst")
("yf_max", value<double>()->default_value(-1.0), "max y value for syst")
("outtag", value<std::string>()->default_value("default"), "tag name")
("intag", value<std::string>()->default_value("default"), "tag name")
("run", value<std::string>()->default_value("wp"), "process name")
("xvar", value<std::string>()->default_value("qtbyQ"), "variable x name")
("doA0", bool_switch()->default_value(false), "")
("doA1", bool_switch()->default_value(false), "")
("doA2", bool_switch()->default_value(false), "")
("doA3", bool_switch()->default_value(false), "")
("doA4", bool_switch()->default_value(false), "")
("doA5", bool_switch()->default_value(false), "")
("doA6", bool_switch()->default_value(false), "")
("doA7", bool_switch()->default_value(false), "")
("interpolate", bool_switch()->default_value(false), "")
("savePdf", bool_switch()->default_value(false), "")
("savePdf2data", bool_switch()->default_value(false), "")
("saveJac", bool_switch()->default_value(false), "")
("saveSyst", bool_switch()->default_value(false), "")
("saveSystNodes", bool_switch()->default_value(false), "")
("runfit", bool_switch()->default_value(false), "")
("verbose", bool_switch()->default_value(false), "")
("syst_scet", bool_switch()->default_value(false), "")
("syst_pdf", bool_switch()->default_value(false), "")
("syst_scale", bool_switch()->default_value(false), "")
("syst_scale_31point", bool_switch()->default_value(false), "")
("syst_altpdf", bool_switch()->default_value(false), "")
("syst_as_additive_UL", bool_switch()->default_value(false), "")
("syst_as_additive_A0", bool_switch()->default_value(false), "")
("syst_as_additive_A1", bool_switch()->default_value(false), "")
("syst_as_additive_A2", bool_switch()->default_value(false), "")
("syst_as_additive_A3", bool_switch()->default_value(false), "")
("syst_as_additive_A4", bool_switch()->default_value(false), "")
("syst_as_additive_A5", bool_switch()->default_value(false), "")
("syst_as_additive_A6", bool_switch()->default_value(false), "")
("syst_as_additive_A7", bool_switch()->default_value(false), "")
("shift_UL", value<double>()->default_value(0.1), "max shift")
("shift_A0", value<double>()->default_value(0.1), "max shift")
("shift_A1", value<double>()->default_value(0.1), "max shift")
("shift_A2", value<double>()->default_value(0.1), "max shift")
("shift_A3", value<double>()->default_value(0.1), "max shift")
("shift_A4", value<double>()->default_value(0.1), "max shift")
("shift_A5", value<double>()->default_value(0.1), "max shift")
("shift_A6", value<double>()->default_value(0.1), "max shift")
("shift_A7", value<double>()->default_value(0.1), "max shift")
("clip", bool_switch()->default_value(false), "clip")
("debug", bool_switch()->default_value(false), "");
store(parse_command_line(argc, argv, desc), vm);
notify(vm);
if (vm.count("help")){
std::cout << desc << '\n';
return 0;
}
}
catch (const error &ex)
{
std::cerr << ex.what() << '\n';
}
long nevents = vm["nevents"].as<long>();
int ntoys = vm["ntoys"].as<int>();
int extrabinsX = vm["extrabinsX"].as<int>();
int extrabinsY = vm["extrabinsY"].as<int>();
std::string outtag = vm["outtag"].as<std::string>();
std::string intag = vm["intag"].as<std::string>();
std::string run = vm["run"].as<std::string>();
std::string xvar = vm["xvar"].as<std::string>();
TString run2 = "";
if(run=="wp") run2="wplus";
else if(run=="wm") run2="wminus";
else if(run=="z") run2="z";
bool verbose = vm["verbose"].as<bool>();
bool clip = vm["clip"].as<bool>();
bool syst_scet = vm["syst_scet"].as<bool>();
bool syst_pdf = vm["syst_pdf"].as<bool>();
bool syst_scale = vm["syst_scale"].as<bool>();
bool syst_scale_31point = vm["syst_scale_31point"].as<bool>();
bool syst_altpdf = vm["syst_altpdf"].as<bool>();
bool runfit = vm["runfit"].as<bool>();
bool interpolate = vm["interpolate"].as<bool>();
bool savePdf = vm["savePdf"].as<bool>();
bool savePdf2data = vm["savePdf2data"].as<bool>();
bool saveJac = vm["saveJac"].as<bool>();
bool saveSyst = vm["saveSyst"].as<bool>();
bool saveSystNodes = vm["saveSystNodes"].as<bool>();
bool debug = vm["debug"].as<bool>();
bool doA0 = vm["doA0"].as<bool>();
bool doA1 = vm["doA1"].as<bool>();
bool doA2 = vm["doA2"].as<bool>();
bool doA3 = vm["doA3"].as<bool>();
bool doA4 = vm["doA4"].as<bool>();
bool doA5 = vm["doA5"].as<bool>();
bool doA6 = vm["doA6"].as<bool>();
bool doA7 = vm["doA7"].as<bool>();
int dULx = vm["dULx"].as<int>();
int dULy = vm["dULy"].as<int>();
int dA0x = vm["dA0x"].as<int>();
int dA0y = vm["dA0y"].as<int>();
int dA1x = vm["dA1x"].as<int>();
int dA1y = vm["dA1y"].as<int>();
int dA2x = vm["dA2x"].as<int>();
int dA2y = vm["dA2y"].as<int>();
int dA3x = vm["dA3x"].as<int>();
int dA3y = vm["dA3y"].as<int>();
int dA4x = vm["dA4x"].as<int>();
int dA4y = vm["dA4y"].as<int>();
int dA5x = vm["dA5x"].as<int>();
int dA5y = vm["dA5y"].as<int>();
int dA6x = vm["dA6x"].as<int>();
int dA6y = vm["dA6y"].as<int>();
int dA7x = vm["dA7x"].as<int>();
int dA7y = vm["dA7y"].as<int>();
int cULx = vm["cULx"].as<int>();
int cULy = vm["cULy"].as<int>();
int cA0x = vm["cA0x"].as<int>();
int cA0y = vm["cA0y"].as<int>();
int cA1x = vm["cA1x"].as<int>();
int cA1y = vm["cA1y"].as<int>();
int cA2x = vm["cA2x"].as<int>();
int cA2y = vm["cA2y"].as<int>();
int cA3x = vm["cA3x"].as<int>();
int cA3y = vm["cA3y"].as<int>();
int cA4x = vm["cA4x"].as<int>();
int cA4y = vm["cA4y"].as<int>();
int cA5x = vm["cA5x"].as<int>();
int cA5y = vm["cA5y"].as<int>();
int cA6x = vm["cA6x"].as<int>();
int cA6y = vm["cA6y"].as<int>();
int cA7x = vm["cA7x"].as<int>();
int cA7y = vm["cA7y"].as<int>();
int fULx = vm["fULx"].as<int>();
int fULy = vm["fULy"].as<int>();
int fA0x = vm["fA0x"].as<int>();
int fA0y = vm["fA0y"].as<int>();
int fA1x = vm["fA1x"].as<int>();
int fA1y = vm["fA1y"].as<int>();
int fA2x = vm["fA2x"].as<int>();
int fA2y = vm["fA2y"].as<int>();
int fA3x = vm["fA3x"].as<int>();
int fA3y = vm["fA3y"].as<int>();
int fA4x = vm["fA4x"].as<int>();
int fA4y = vm["fA4y"].as<int>();
int fA5x = vm["fA5x"].as<int>();
int fA5y = vm["fA5y"].as<int>();
int fA6x = vm["fA6x"].as<int>();
int fA6y = vm["fA6y"].as<int>();
int fA7x = vm["fA7x"].as<int>();
int fA7y = vm["fA7y"].as<int>();
bool syst_as_additive_UL = vm["syst_as_additive_UL"].as<bool>();
bool syst_as_additive_A0 = vm["syst_as_additive_A0"].as<bool>();
bool syst_as_additive_A1 = vm["syst_as_additive_A1"].as<bool>();
bool syst_as_additive_A2 = vm["syst_as_additive_A2"].as<bool>();
bool syst_as_additive_A3 = vm["syst_as_additive_A3"].as<bool>();
bool syst_as_additive_A4 = vm["syst_as_additive_A4"].as<bool>();
bool syst_as_additive_A5 = vm["syst_as_additive_A5"].as<bool>();
bool syst_as_additive_A6 = vm["syst_as_additive_A6"].as<bool>();
bool syst_as_additive_A7 = vm["syst_as_additive_A7"].as<bool>();
std::map<TString, bool> syst_as_add_map;
syst_as_add_map.insert( std::make_pair<TString, bool >("UL", std::move(syst_as_additive_UL)) );
syst_as_add_map.insert( std::make_pair<TString, bool >("A0", std::move(syst_as_additive_A0)) );
syst_as_add_map.insert( std::make_pair<TString, bool >("A1", std::move(syst_as_additive_A1)) );
syst_as_add_map.insert( std::make_pair<TString, bool >("A2", std::move(syst_as_additive_A2)) );
syst_as_add_map.insert( std::make_pair<TString, bool >("A3", std::move(syst_as_additive_A3)) );
syst_as_add_map.insert( std::make_pair<TString, bool >("A4", std::move(syst_as_additive_A4)) );
syst_as_add_map.insert( std::make_pair<TString, bool >("A5", std::move(syst_as_additive_A5)) );
syst_as_add_map.insert( std::make_pair<TString, bool >("A6", std::move(syst_as_additive_A6)) );
syst_as_add_map.insert( std::make_pair<TString, bool >("A7", std::move(syst_as_additive_A7)) );
double x_max = vm["x_max"].as<double>();
double y_max = vm["y_max"].as<double>();
double xf_max = vm["xf_max"].as<double>();
double yf_max = vm["yf_max"].as<double>();
double shift_UL = vm["shift_UL"].as<double>();
double shift_A0 = vm["shift_A0"].as<double>();
double shift_A1 = vm["shift_A1"].as<double>();
double shift_A2 = vm["shift_A2"].as<double>();
double shift_A3 = vm["shift_A3"].as<double>();
double shift_A4 = vm["shift_A4"].as<double>();
double shift_A5 = vm["shift_A5"].as<double>();
double shift_A6 = vm["shift_A6"].as<double>();
double shift_A7 = vm["shift_A7"].as<double>();
std::map<TString, double> shift_map;
shift_map.insert( std::make_pair<TString, double >("UL", std::move(shift_UL)) );
shift_map.insert( std::make_pair<TString, double >("A0", std::move(shift_A0)) );
shift_map.insert( std::make_pair<TString, double >("A1", std::move(shift_A1)) );
shift_map.insert( std::make_pair<TString, double >("A2", std::move(shift_A2)) );
shift_map.insert( std::make_pair<TString, double >("A3", std::move(shift_A3)) );
shift_map.insert( std::make_pair<TString, double >("A4", std::move(shift_A4)) );
shift_map.insert( std::make_pair<TString, double >("A5", std::move(shift_A5)) );
shift_map.insert( std::make_pair<TString, double >("A6", std::move(shift_A6)) );
shift_map.insert( std::make_pair<TString, double >("A7", std::move(shift_A7)) );
std::vector<TString> proc = {"UL"};
if(doA0) proc.emplace_back("A0");
if(doA1) proc.emplace_back("A1");
if(doA2) proc.emplace_back("A2");
if(doA3) proc.emplace_back("A3");
if(doA4) proc.emplace_back("A4");
if(doA5) proc.emplace_back("A5");
if(doA6) proc.emplace_back("A6");
if(doA7) proc.emplace_back("A7");
if(runfit){
//TFile* fin_nom = TFile::Open("root/file_qtbyQ_and_qt_vs_absy_v3.root", "READ");
//TFile* fin_nom = TFile::Open(("/scratchnvme/tanmay/OutPut_2016/Final_Uses/V3/Plot_root_Files_ang_coeff_"+xvar+"_2d/root_files_ang_coeff_"+xvar+"_2d.root").c_str(), "READ");
//TFile* fin_nom = TFile::Open(("/scratch/tanmay/Output2016/Final_Uses/V4/root_files_ang_coeff_"+xvar+"_2d.root").c_str(), "READ");
TFile* fin_nom = TFile::Open(("/scratch/tanmay/Output2016/Final_Uses/V5_extraBinadded/root_files_ang_coeff_"+xvar+"_2d.root").c_str(), "READ");
if(fin_nom==0){
cout << "Cannot find nominal file" << endl;
return 0;
}
// scetlib variations on UL
if(syst_scet){
cout << "Doing syst_scet on UL" << endl;
//TString hname = run2+(xvar=="qtbyQ" ? "_ptqVgen" : "_ptVgen")+"_2d_absY_vs_"+TString(xvar.c_str())+"_differential_ul";
TString hname = "ul_"+TString(run.c_str())+"_2d_"+TString(xvar.c_str())+"_vs_absy";
TH2D* h_nom = (TH2D*)fin_nom->Get(hname);
if(h_nom==0){
cout << "Nominal histo not found. Continue." << endl;
return 0;
}
// X-axis
int X_nbins = h_nom->GetXaxis()->GetNbins();
double X_max = h_nom->GetXaxis()->GetXmax();
if(xf_max>0.){
X_nbins = h_nom->GetXaxis()->FindBin(xf_max);
X_max = h_nom->GetXaxis()->GetBinUpEdge(X_nbins);
}
double X_edges[X_nbins+1];
for(int ib = 0; ib<X_nbins; ib++) X_edges[ib] = h_nom->GetXaxis()->GetBinLowEdge(ib+1);
X_edges[X_nbins] = h_nom->GetXaxis()->GetBinUpEdge(X_nbins);
// Y-axis
int Y_nbins = h_nom->GetYaxis()->GetNbins();
double Y_max = h_nom->GetYaxis()->GetXmax();
if(yf_max>0.){
Y_nbins = h_nom->GetYaxis()->FindBin(yf_max);
Y_max = h_nom->GetYaxis()->GetBinUpEdge(Y_nbins);
}
double Y_edges[Y_nbins+1];
for(int ib = 0; ib<Y_nbins; ib++) Y_edges[ib] = h_nom->GetYaxis()->GetBinLowEdge(ib+1);
Y_edges[Y_nbins] = h_nom->GetYaxis()->GetBinUpEdge(Y_nbins) ;
int nd = X_nbins*Y_nbins;
cout << "Total bins in acceptance: " << X_nbins << "*" << Y_nbins << " = " << nd << endl;
TH2D* hstart = new TH2D("h_start", h_nom->GetTitle(), X_nbins, X_edges, Y_nbins, Y_edges );
TH1D* hinfo = new TH1D("h_info", "", 3, 0,3);
TFile *fin_jac = TFile::Open(("fout_"+intag+".root").c_str(), "READ");
if(fin_jac==0){
cout << "Cannot find jac file" << endl;
return 0;
}
cout << "Jac file " << fin_jac->GetName() << " opened.";
TH1D* h_info = (TH1D*)fin_jac->Get("UL/h_info_UL");
int nfpx = h_info->GetBinContent(8);
int nfpy = h_info->GetBinContent(9);
int np = nfpx*nfpy;
cout << " " << np << " parameters found" << endl;
hinfo->SetBinContent(1, nd);
hinfo->SetBinContent(2, np);
MatrixXd J = MatrixXd::Zero(nd,np);
MatrixXd V_inv_sqrt = MatrixXd::Zero(nd, nd);
VectorXd y(nd);
VectorXd y0(nd);
VectorXd y_err(nd);
int counter = 0;
for(unsigned int idx=1; idx<=X_nbins; idx++){
for(unsigned int idy=1; idy<=Y_nbins; idy++){
y0(counter) = h_nom->GetBinContent(idx,idy);
y_err(counter) = h_nom->GetBinError(idx,idy);
for(unsigned int isyst=0; isyst<np; isyst++){
TH2D* h_jac = (TH2D*)fin_jac->Get(Form("UL/h_pdf2data_UL_jac%d", isyst));
J(counter,isyst) = h_jac->GetBinContent(idx,idy);
}
V_inv_sqrt(counter,counter) = 1.0/y_err(counter);
hstart->SetBinContent(idx,idy, y0(counter));
hstart->SetBinError(idx,idy, y_err(counter));
counter++;
}
}
//TFile* fin_syst = TFile::Open(("/scratchnvme/tanmay/OutPut_2016/Final_Uses/Plot_root_Files_ul_"+xvar+"_scet_vars_2d/root_files_ul_"+xvar+"_scet_vars_2d.root").c_str(), "READ");
TFile* fin_syst = TFile::Open(("/scratch/tanmay/Output2016/Final_Uses/V4/root_files_ul_"+xvar+"_scet_vars_2d.root").c_str(), "READ");
if(fin_syst==0){
cout << "Cannot find syst file" << endl;
return 0;
}
vector<TString> scetlib_syst_names = {
"pdf0",
"omega_nu0.5",
"c_nu-0.1-omega_nu0.5",
"c_nu0.2-omega_nu0.5",
"c_nu0.01-omega_nu0.5",
"c_nu-0.2-omega_nu0.5",
"c_nu-0.01",
"Lambda20.25",
"Lambda2-0.25",
"Lambda4.01",
"Lambda4.16",
"Delta_Lambda2-0.02",
"Delta_Lambda20.02",
"c_nu-0.1-omega_nu0.707",
"omega_nu0.707",
"c_nu-0.1-omega_nu0.25-Omega0.12-Delta_Omega0.0158",
"c_nu-0.1-omega_nu0.25-Omega0.13-Delta_Omega0.0",
"gamma_cusp+1",
"gamma_cusp+5",
"gamma_mu_q+1",
"gamma_mu_q+5",
"gamma_nu+1",
"gamma_nu+5",
"h_qqV-0.5",
"h_qqV-2.0",
"s+1",
"s+5",
"b_qqV+1",
"b_qqV+5",
"b_qqbarV+1",
"b_qqbarV+5",
"b_qqS+1",
"b_qqS+5",
"b_qqDS+1",
"b_qqDS+5",
"b_qg+1",
"b_qg+5",
"transition_points0.4_0.75_1.1",
"transition_points0.2_0.45_0.7",
"transition_points0.4_0.55_0.7",
"transition_points0.2_0.65_1.1"
};
hinfo->SetBinContent(3, scetlib_syst_names.size());
TFile *fout = TFile::Open(("fout_fit_scet_UL_"+outtag+".root").c_str(), "RECREATE");
for(unsigned int isyst=0; isyst<scetlib_syst_names.size(); isyst++){
TString iproc = scetlib_syst_names[isyst];
TH2D* hdummy = new TH2D(Form("hdummy_%d",isyst), iproc+";q_{T}/Q or q_{T};|y|", X_nbins, X_edges, Y_nbins, Y_edges );
TH2D* h_syst = (TH2D*)fin_syst->Get("ul_"+run+"_2d_"+TString(xvar.c_str())+"_vs_absy_scetvar_"+iproc );
if(h_syst==0){
cout << "Histo not found. Continue." << endl;
continue;
}
cout << "Histo " << h_syst->GetName() << " found" << endl;
counter = 0;
for(unsigned int idx=1; idx<=X_nbins; idx++){
for(unsigned int idy=1; idy<=Y_nbins; idy++){
y(counter) = h_syst->GetBinContent(idx,idy);
counter++;
}
}
MatrixXd A = V_inv_sqrt*J;
MatrixXd b = V_inv_sqrt*(y-y0);
VectorXd x = A.bdcSvd(Eigen::ComputeThinU | Eigen::ComputeThinV).solve(b);
VectorXd delta = y-y0-J*x;
VectorXd pull = b-A*x;
if(verbose) cout << delta << endl;
MatrixXd chi2start = b.transpose()*b;
MatrixXd chi2 = pull.transpose()*pull;
double chi2startval = chi2start(0,0);
double chi2val = chi2(0,0);
int ndof = y.size() - np;
cout << "Chi2 start = " << chi2startval << " --> chi2/ndof = " << chi2val << " / " << ndof << " = " << chi2val/ndof << endl;
TH2D* hdelta = (TH2D*)hdummy->Clone(Form("h_delta_%d",isyst));
TH2D* hpull = (TH2D*)hdummy->Clone(Form("h_pull_%d",isyst));
TH2D* hratio = (TH2D*)hdummy->Clone(Form("h_ratio_%d",isyst));
TH2D* hdata = (TH2D*)hdummy->Clone(Form("h_data_%d",isyst));
TH2D* hexp = (TH2D*)hdummy->Clone(Form("h_exp_%d",isyst));
int count_d = 0;
for(unsigned int idx = 0; idx<X_nbins; idx++){
for(unsigned int idy = 0; idy<Y_nbins; idy++){
hdelta->SetBinContent(idx+1,idy+1, delta(count_d));
hpull->SetBinContent(idx+1,idy+1, pull(count_d));
hratio->SetBinContent(idx+1,idy+1, y(count_d)!=0. ? (y(count_d)-delta(count_d))/y(count_d) : 1.0 );
hratio->SetBinError(idx+1,idy+1, y(count_d)!=0. ? y_err(count_d)/y(count_d) : 0.0 );
hdata->SetBinContent(idx+1,idy+1, y(count_d));
hdata->SetBinError(idx+1,idy+1, y_err(count_d));
hexp->SetBinContent(idx+1,idy+1, y(count_d)-delta(count_d));
//double exp_err = (J.row(count_d)*W*J.row(count_d).transpose())(0,0);
//hexp->SetBinError(idx+1,idy+1, exp_err>0. ? TMath::Sqrt(exp_err) : 0.0);
count_d++;
}
}
fout->cd();
hpull->Write();
hratio->Write();
hdelta->Write();
hdata->Write();
hexp->Write();
}
fin_syst->Close();
fout->cd();
hinfo->Write();
hstart->Write();
fout->Close();
}
if(syst_pdf){
TString pr = proc.size()>1 ? proc[1] : proc[0];
cout << "Doing syst_pdf on " << pr << endl;
TString hname = "ang_coeff_"+TString(run.c_str())+"_2d_"+TString(xvar.c_str())+"_vs_absy_A_"+TString(pr[1]);
if(pr=="UL")
hname = "ul_"+TString(run.c_str())+"_2d_"+TString(xvar.c_str())+"_vs_absy";
TH2D* h_nom = (TH2D*)fin_nom->Get(hname);
if(h_nom==0){
cout << "Nominal histo not found. Continue." << endl;
return 0;
}
// X-axis
int X_nbins = h_nom->GetXaxis()->GetNbins();
double X_max = h_nom->GetXaxis()->GetXmax();
if(xf_max>0.){
X_nbins = h_nom->GetXaxis()->FindBin(xf_max);
X_max = h_nom->GetXaxis()->GetBinUpEdge(X_nbins);
}
double X_edges[X_nbins+1];
for(int ib = 0; ib<X_nbins; ib++) X_edges[ib] = h_nom->GetXaxis()->GetBinLowEdge(ib+1);
X_edges[X_nbins] = h_nom->GetXaxis()->GetBinUpEdge(X_nbins);
// Y-axis
int Y_nbins = h_nom->GetYaxis()->GetNbins();
double Y_max = h_nom->GetYaxis()->GetXmax();
if(yf_max>0.){
Y_nbins = h_nom->GetYaxis()->FindBin(yf_max);
Y_max = h_nom->GetYaxis()->GetBinUpEdge(Y_nbins);
}
double Y_edges[Y_nbins+1];
for(int ib = 0; ib<Y_nbins; ib++) Y_edges[ib] = h_nom->GetYaxis()->GetBinLowEdge(ib+1);
Y_edges[Y_nbins] = h_nom->GetYaxis()->GetBinUpEdge(Y_nbins) ;
int nd = X_nbins*Y_nbins;
cout << "Total bins in acceptance: " << X_nbins << "*" << Y_nbins << " = " << nd << endl;
TH2D* hstart = new TH2D("h_start", h_nom->GetTitle(), X_nbins, X_edges, Y_nbins, Y_edges );
TH1D* hinfo = new TH1D("h_info", "", 3, 0,3);
TFile *fin_jac = TFile::Open(("fout_"+intag+".root").c_str(), "READ");
if(fin_jac==0){
cout << "Cannot find jac file" << endl;
return 0;
}
cout << "Jac file " << fin_jac->GetName() << " opened.";
TH1D* h_info = (TH1D*)fin_jac->Get(pr+"/h_info_"+pr);
int nfpx = h_info->GetBinContent(8);
int nfpy = h_info->GetBinContent(9);
int np = nfpx*nfpy;
cout << " " << np << " parameters found" << endl;
hinfo->SetBinContent(1, nd);
hinfo->SetBinContent(2, np);
MatrixXd J = MatrixXd::Zero(nd,np);
MatrixXd V_inv_sqrt = MatrixXd::Zero(nd, nd);
VectorXd y(nd);
VectorXd y0(nd);
VectorXd y_err(nd);
int counter = 0;
for(unsigned int idx=1; idx<=X_nbins; idx++){
for(unsigned int idy=1; idy<=Y_nbins; idy++){
y0(counter) = h_nom->GetBinContent(idx,idy);
y_err(counter) = h_nom->GetBinError(idx,idy);
for(unsigned int isyst=0; isyst<np; isyst++){
TH2D* h_jac = (TH2D*)fin_jac->Get(pr+"/h_pdf2data_"+pr+"_jac"+TString(Form("%d", isyst)));
J(counter,isyst) = h_jac->GetBinContent(idx,idy);
}
V_inv_sqrt(counter,counter) = 1.0/y_err(counter);
hstart->SetBinContent(idx,idy, y0(counter));
hstart->SetBinError(idx,idy, y_err(counter));
counter++;
}
}
//TFile* fin_syst = TFile::Open( ("/scratchnvme/tanmay/OutPut_2016/Final_Uses/V3/Plot_root_Files_ang_coeff_"+xvar+"_pdf_msht20_vars_2d/root_files_ang_coeff_"+xvar+"_pdf_msht20_vars_2d.root").c_str(), "READ");
TFile* fin_syst = TFile::Open(("/scratch/tanmay/Output2016/Final_Uses/V4/root_files_ang_coeff_"+xvar+"_pdf_msht20_vars_2d.root").c_str(), "READ");
if(fin_syst==0){
cout << "Cannot find syst file" << endl;
return 0;
}
vector<TString> pdf_syst_names = {
"pdf0MSHT20"
};
for(int s = 1; s<=32; s++){
pdf_syst_names.emplace_back(TString( Form("pdf%dMSHT20Down", s) ));
pdf_syst_names.emplace_back(TString( Form("pdf%dMSHT20Up", s) ));
}
pdf_syst_names.emplace_back("as0116");
pdf_syst_names.emplace_back("as0120");
hinfo->SetBinContent(3, pdf_syst_names.size());
TFile *fout = TFile::Open("fout_fit_pdf_"+pr+"_"+TString(outtag.c_str())+".root", "RECREATE");
for(unsigned int isyst=0; isyst<pdf_syst_names.size(); isyst++){
TString iproc = pdf_syst_names[isyst];
TH2D* hdummy = new TH2D(Form("hdummy_%d",isyst), iproc+";q_{T}/Q or q_{T};|y|", X_nbins, X_edges, Y_nbins, Y_edges );
TString hname = "ang_coeff_"+TString(run.c_str())+"_2d_"+TString(xvar.c_str())+"_vs_absy_"+iproc+"_A_"+TString(pr[1]);
if(pr=="UL")
hname = "ul_"+TString(run.c_str())+"_2d_"+TString(xvar.c_str())+"_vs_absy_"+iproc;
TH2D* h_syst = (TH2D*)fin_syst->Get( hname );
if(h_syst==0){
cout << "Histo " << hname << " not found. Continue." << endl;
continue;
}
cout << "Histo " << h_syst->GetName() << " found" << endl;
counter = 0;
for(unsigned int idx=1; idx<=X_nbins; idx++){
for(unsigned int idy=1; idy<=Y_nbins; idy++){
y(counter) = h_syst->GetBinContent(idx,idy);
counter++;
}
}
MatrixXd A = V_inv_sqrt*J;
MatrixXd b = V_inv_sqrt*(y-y0);
VectorXd x = A.bdcSvd(Eigen::ComputeThinU | Eigen::ComputeThinV).solve(b);
VectorXd delta = y-y0-J*x;
VectorXd pull = b-A*x;
if(verbose) cout << delta << endl;
MatrixXd chi2start = b.transpose()*b;
MatrixXd chi2 = pull.transpose()*pull;
double chi2startval = chi2start(0,0);
double chi2val = chi2(0,0);
int ndof = y.size() - np;
cout << "Chi2 start = " << chi2startval << " --> chi2/ndof = " << chi2val << " / " << ndof << " = " << chi2val/ndof << endl;
TH2D* hdelta = (TH2D*)hdummy->Clone(Form("h_delta_%d",isyst));
TH2D* hpull = (TH2D*)hdummy->Clone(Form("h_pull_%d",isyst));
TH2D* hratio = (TH2D*)hdummy->Clone(Form("h_ratio_%d",isyst));
TH2D* hdata = (TH2D*)hdummy->Clone(Form("h_data_%d",isyst));
TH2D* hexp = (TH2D*)hdummy->Clone(Form("h_exp_%d",isyst));
int count_d = 0;
for(unsigned int idx = 0; idx<X_nbins; idx++){
for(unsigned int idy = 0; idy<Y_nbins; idy++){
hdelta->SetBinContent(idx+1,idy+1, delta(count_d));
hpull->SetBinContent(idx+1,idy+1, pull(count_d));
hratio->SetBinContent(idx+1,idy+1, y(count_d)!=0. ? (y(count_d)-delta(count_d))/y(count_d) : 1.0 );
hratio->SetBinError(idx+1,idy+1, y(count_d)!=0. ? y_err(count_d)/y(count_d) : 0.0 );
hdata->SetBinContent(idx+1,idy+1, y(count_d));
hdata->SetBinError(idx+1,idy+1, y_err(count_d));
hexp->SetBinContent(idx+1,idy+1, y(count_d)-delta(count_d));
//double exp_err = (J.row(count_d)*W*J.row(count_d).transpose())(0,0);
//hexp->SetBinError(idx+1,idy+1, exp_err>0. ? TMath::Sqrt(exp_err) : 0.0);
count_d++;
}
}
fout->cd();
hpull->Write();
hratio->Write();
hdelta->Write();
hdata->Write();
hexp->Write();
}
fin_syst->Close();
fout->cd();
hinfo->Write();
hstart->Write();
fout->Close();
}
if(syst_scale){
TString pr = proc.size()>1 ? proc[1] : proc[0];
cout << "Doing syst_scale on " << pr << endl;
//TString hname = "ang_coeff_"+TString(run.c_str())+"_"+TString(xvar.c_str())+"_vs_absy_A_"+TString(pr[1]);
TString hname = "ang_coeff_"+TString(run.c_str())+"_2d_"+TString(xvar.c_str())+"_vs_absy_A_"+TString(pr[1]);
if(pr=="UL")
hname = "ul_"+TString(run.c_str())+"_2d_"+TString(xvar.c_str())+"_vs_absy";
TH2D* h_nom = (TH2D*)fin_nom->Get(hname);
if(h_nom==0){
cout << "Nominal histo not found. Continue." << endl;
return 0;
}
// X-axis
int X_nbins = h_nom->GetXaxis()->GetNbins();
double X_max = h_nom->GetXaxis()->GetXmax();
if(xf_max>0.){
X_nbins = h_nom->GetXaxis()->FindBin(xf_max);
X_max = h_nom->GetXaxis()->GetBinUpEdge(X_nbins);
}
double X_edges[X_nbins+1];
for(int ib = 0; ib<X_nbins; ib++) X_edges[ib] = h_nom->GetXaxis()->GetBinLowEdge(ib+1);
X_edges[X_nbins] = h_nom->GetXaxis()->GetBinUpEdge(X_nbins);
// Y-axis
int Y_nbins = h_nom->GetYaxis()->GetNbins();
double Y_max = h_nom->GetYaxis()->GetXmax();
if(yf_max>0.){
Y_nbins = h_nom->GetYaxis()->FindBin(yf_max);
Y_max = h_nom->GetYaxis()->GetBinUpEdge(Y_nbins);
}
double Y_edges[Y_nbins+1];
for(int ib = 0; ib<Y_nbins; ib++) Y_edges[ib] = h_nom->GetYaxis()->GetBinLowEdge(ib+1);
Y_edges[Y_nbins] = h_nom->GetYaxis()->GetBinUpEdge(Y_nbins) ;
int nd = X_nbins*Y_nbins;
cout << "Total bins in acceptance: " << X_nbins << "*" << Y_nbins << " = " << nd << endl;
TH2D* hstart = new TH2D("h_start", h_nom->GetTitle(), X_nbins, X_edges, Y_nbins, Y_edges );
TH1D* hinfo = new TH1D("h_info", "", 3, 0,3);
TFile *fin_jac = TFile::Open(("fout_"+intag+".root").c_str(), "READ");
if(fin_jac==0){
cout << "Cannot find jac file" << endl;
return 0;
}
cout << "Jac file " << fin_jac->GetName() << " opened.";
TH1D* h_info = (TH1D*)fin_jac->Get(pr+"/h_info_"+pr);
int nfpx = h_info->GetBinContent(8);
int nfpy = h_info->GetBinContent(9);
int np = nfpx*nfpy;
cout << " " << np << " parameters found" << endl;
hinfo->SetBinContent(1, nd);
hinfo->SetBinContent(2, np);
MatrixXd J = MatrixXd::Zero(nd,np);
MatrixXd V_inv_sqrt = MatrixXd::Zero(nd, nd);
VectorXd y(nd);
VectorXd y0(nd);
VectorXd y_err(nd);
int counter = 0;
for(unsigned int idx=1; idx<=X_nbins; idx++){
for(unsigned int idy=1; idy<=Y_nbins; idy++){
y0(counter) = h_nom->GetBinContent(idx,idy);
y_err(counter) = h_nom->GetBinError(idx,idy);
for(unsigned int isyst=0; isyst<np; isyst++){
TH2D* h_jac = (TH2D*)fin_jac->Get(pr+"/h_pdf2data_"+pr+"_jac"+TString(Form("%d", isyst)));
J(counter,isyst) = h_jac->GetBinContent(idx,idy);
}
V_inv_sqrt(counter,counter) = 1.0/y_err(counter);
hstart->SetBinContent(idx,idy, y0(counter));
hstart->SetBinError(idx,idy, y_err(counter));
counter++;
}
}
//TFile* fin_syst = TFile::Open(("/scratchnvme/tanmay/OutPut_2016/Final_Uses/V3/Plot_root_Files_ang_coeff_"+xvar+"_qcd_vars_2d/root_files_ang_coeff_"+xvar+"_qcd_vars_2d.root").c_str(), "READ");
TFile* fin_syst = TFile::Open(("/scratch/tanmay/Output2016/Final_Uses/V5_extraBinadded/root_files_ang_coeff_"+xvar+"_qcd_vars_2d.root").c_str(), "READ");
if(fin_syst==0){
cout << "Cannot find syst file" << endl;
return 0;
}
vector<TString> qcd_syst_names = {
"oneone",
"twotwo",
"point5point5",
"onepoint5",
"point5one",
"twoone",
"onetwo"
};
hinfo->SetBinContent(3, qcd_syst_names.size());
TFile *fout = TFile::Open("fout_fit_scale_"+pr+"_"+TString(outtag.c_str())+".root", "RECREATE");
for(unsigned int isyst=0; isyst<qcd_syst_names.size(); isyst++){
TString iproc = qcd_syst_names[isyst];
TH2D* hdummy = new TH2D(Form("hdummy_%d",isyst), iproc+";q_{T}/Q or q_{T};|y|", X_nbins, X_edges, Y_nbins, Y_edges );
TString hname = "ang_coeff_"+TString(run.c_str())+"_2d_"+TString(xvar.c_str())+"_vs_absy_"+iproc+"_A_"+TString(pr[1]);
if(pr=="UL")
hname = "ul_"+TString(run.c_str())+"_2d_"+TString(xvar.c_str())+"_vs_absy_"+iproc;
TH2D* h_syst = (TH2D*)fin_syst->Get(hname);
if(h_syst==0){
cout << "Histo not found. Continue." << endl;
continue;
}
cout << "Histo " << h_syst->GetName() << " found" << endl;
counter = 0;
for(unsigned int idx=1; idx<=X_nbins; idx++){
for(unsigned int idy=1; idy<=Y_nbins; idy++){
y(counter) = h_syst->GetBinContent(idx,idy);
counter++;
}
}
MatrixXd A = V_inv_sqrt*J;
MatrixXd b = V_inv_sqrt*(y-y0);
VectorXd x = A.bdcSvd(Eigen::ComputeThinU | Eigen::ComputeThinV).solve(b);
VectorXd delta = y-y0-J*x;
VectorXd pull = b-A*x;
if(verbose) cout << delta << endl;
MatrixXd chi2start = b.transpose()*b;
MatrixXd chi2 = pull.transpose()*pull;
double chi2startval = chi2start(0,0);
double chi2val = chi2(0,0);
int ndof = y.size() - np;
cout << "Chi2 start = " << chi2startval << " --> chi2/ndof = " << chi2val << " / " << ndof << " = " << chi2val/ndof << endl;
TH2D* hdelta = (TH2D*)hdummy->Clone(Form("h_delta_%d",isyst));
TH2D* hpull = (TH2D*)hdummy->Clone(Form("h_pull_%d",isyst));
TH2D* hratio = (TH2D*)hdummy->Clone(Form("h_ratio_%d",isyst));
TH2D* hdata = (TH2D*)hdummy->Clone(Form("h_data_%d",isyst));
TH2D* hexp = (TH2D*)hdummy->Clone(Form("h_exp_%d",isyst));
int count_d = 0;
for(unsigned int idx = 0; idx<X_nbins; idx++){
for(unsigned int idy = 0; idy<Y_nbins; idy++){
hdelta->SetBinContent(idx+1,idy+1, delta(count_d));
hpull->SetBinContent(idx+1,idy+1, pull(count_d));
hratio->SetBinContent(idx+1,idy+1, y(count_d)!=0. ? (y(count_d)-delta(count_d))/y(count_d) : 1.0 );
hratio->SetBinError(idx+1,idy+1, y(count_d)!=0. ? y_err(count_d)/y(count_d) : 0.0 );
hdata->SetBinContent(idx+1,idy+1, y(count_d));
hdata->SetBinError(idx+1,idy+1, y_err(count_d));
hexp->SetBinContent(idx+1,idy+1, y(count_d)-delta(count_d));
//double exp_err = (J.row(count_d)*W*J.row(count_d).transpose())(0,0);
//hexp->SetBinError(idx+1,idy+1, exp_err>0. ? TMath::Sqrt(exp_err) : 0.0);
count_d++;
}
}
fout->cd();
hpull->Write();
hratio->Write();
hdelta->Write();
hdata->Write();
hexp->Write();
}
fin_syst->Close();
fout->cd();
hinfo->Write();
hstart->Write();
fout->Close();
}
if(syst_scale_31point){
TString pr = proc.size()>1 ? proc[1] : proc[0];
cout << "Doing syst_scale_31point on " << pr << endl;
TString hname = "ang_coeff_"+TString(run.c_str())+"_2d_"+TString(xvar.c_str())+"_vs_absy_A_"+TString(pr[1]);
TH2D* h_nom = (TH2D*)fin_nom->Get(hname);
if(h_nom==0){
cout << "Nominal histo not found. Continue." << endl;
return 0;
}
// X-axis
int X_nbins = h_nom->GetXaxis()->GetNbins();
double X_max = h_nom->GetXaxis()->GetXmax();
if(xf_max>0.){
X_nbins = h_nom->GetXaxis()->FindBin(xf_max);
X_max = h_nom->GetXaxis()->GetBinUpEdge(X_nbins);
}
double X_edges[X_nbins+1];
for(int ib = 0; ib<X_nbins; ib++) X_edges[ib] = h_nom->GetXaxis()->GetBinLowEdge(ib+1);
X_edges[X_nbins] = h_nom->GetXaxis()->GetBinUpEdge(X_nbins);
// Y-axis
int Y_nbins = h_nom->GetYaxis()->GetNbins();
double Y_max = h_nom->GetYaxis()->GetXmax();
if(yf_max>0.){
Y_nbins = h_nom->GetYaxis()->FindBin(yf_max);
Y_max = h_nom->GetYaxis()->GetBinUpEdge(Y_nbins);
}
double Y_edges[Y_nbins+1];
for(int ib = 0; ib<Y_nbins; ib++) Y_edges[ib] = h_nom->GetYaxis()->GetBinLowEdge(ib+1);
Y_edges[Y_nbins] = h_nom->GetYaxis()->GetBinUpEdge(Y_nbins) ;
int nd = X_nbins*Y_nbins;
cout << "Total bins in acceptance: " << X_nbins << "*" << Y_nbins << " = " << nd << endl;
TH2D* hstart = new TH2D("h_start", h_nom->GetTitle(), X_nbins, X_edges, Y_nbins, Y_edges );
TH1D* hinfo = new TH1D("h_info", "", 3, 0,3);
TFile *fin_jac = TFile::Open(("fout_"+intag+".root").c_str(), "READ");
if(fin_jac==0){
cout << "Cannot find jac file" << endl;
return 0;
}
cout << "Jac file " << fin_jac->GetName() << " opened.";
TH1D* h_info = (TH1D*)fin_jac->Get(pr+"/h_info_"+pr);
int nfpx = h_info->GetBinContent(8);
int nfpy = h_info->GetBinContent(9);
int np = nfpx*nfpy;
cout << " " << np << " parameters found" << endl;
hinfo->SetBinContent(1, nd);
hinfo->SetBinContent(2, np);
MatrixXd J = MatrixXd::Zero(nd,np);
MatrixXd V_inv_sqrt = MatrixXd::Zero(nd, nd);
VectorXd y(nd);
VectorXd y0(nd);
VectorXd y_err(nd);
int counter = 0;
for(unsigned int idx=1; idx<=X_nbins; idx++){
for(unsigned int idy=1; idy<=Y_nbins; idy++){
y0(counter) = h_nom->GetBinContent(idx,idy);
y_err(counter) = h_nom->GetBinError(idx,idy);
for(unsigned int isyst=0; isyst<np; isyst++){
TH2D* h_jac = (TH2D*)fin_jac->Get(pr+"/h_pdf2data_"+pr+"_jac"+TString(Form("%d", isyst)));
J(counter,isyst) = h_jac->GetBinContent(idx,idy);
}
V_inv_sqrt(counter,counter) = 1.0/y_err(counter);
hstart->SetBinContent(idx,idy, y0(counter));
hstart->SetBinError(idx,idy, y_err(counter));
counter++;
}
}
//TFile* fin_syst = TFile::Open(("/scratchnvme/tanmay/OutPut_2016/Final_Uses/V3/Plot_root_Files_ang_coeff_"+xvar+"_qcd_vars_31_points_2d/root_files_ang_coeff_"+xvar+"_qcd_vars_31_points_2d.root").c_str(), "READ");
TFile* fin_syst = TFile::Open(("/scratch/tanmay/Output2016/Final_Uses/V5_extraBinadded/root_files_ang_coeff_"+xvar+"_qcd_vars_31_points_2d.root").c_str(), "READ");
if(fin_syst==0){
cout << "Cannot find syst file" << endl;
return 0;
}
vector<TString> qcd_syst_names = {
"oneone_oneone",
"oneone_twotwo",
"oneone_point5point5",
"oneone_onepoint5",
"oneone_point5one",
"oneone_twoone",
"oneone_onetwo",
"twotwo_oneone",
"twotwo_twotwo",
"twotwo_onetwo",
"twotwo_twoone",
"point5point5_oneone",
"point5point5_point5point5",