rf305_condcorrprod

Multidimensional models: multi-dimensional pdfs with conditional pdfs in product

pdf = gauss(x,f(y),sx | y ) * gauss(y,ms,sx) with f(y) = a0 + a1*y

Author: Wouter Verkerke
This notebook tutorial was automatically generated with ROOTBOOK-izer from the macro found in the ROOT repository on Wednesday, November 30, 2022 at 11:22 AM.

In [1]:
%%cpp -d
#include "RooRealVar.h"
#include "RooDataSet.h"
#include "RooGaussian.h"
#include "RooConstVar.h"
#include "RooPolyVar.h"
#include "RooProdPdf.h"
#include "RooPlot.h"
#include "TCanvas.h"
#include "TAxis.h"
#include "TH1.h"
using namespace RooFit;

Create conditional pdf gx(x|y)

Create observables

In [2]:
RooRealVar x("x", "x", -5, 5);
RooRealVar y("y", "y", -5, 5);

Create function f(y) = a0 + a1*y

In [3]:
RooRealVar a0("a0", "a0", -0.5, -5, 5);
RooRealVar a1("a1", "a1", -0.5, -1, 1);
RooPolyVar fy("fy", "fy", y, RooArgSet(a0, a1));

Create gaussx(x,f(y),sx)

In [4]:
RooRealVar sigmax("sigma", "width of gaussian", 0.5);
RooGaussian gaussx("gaussx", "Gaussian in x with shifting mean in y", x, fy, sigmax);
[#0] WARNING:InputArguments -- The parameter 'sigma' with range [-1e+30, 1e+30] of the RooGaussian 'gaussx' exceeds the safe range of (0, inf). Advise to limit its range.

Create pdf gy(y)

Create gaussy(y,0,5)

In [5]:
RooGaussian gaussy("gaussy", "Gaussian in y", y, RooConst(0), RooConst(3));

Create product gx(x|y)*gy(y)

Create gaussx(x,sx|y) * gaussy(y)

In [6]:
RooProdPdf model("model", "gaussx(x|y)*gaussy(y)", gaussy, Conditional(gaussx, x));

Sample, fit and plot product pdf

Generate 1000 events in x and y from model

In [7]:
RooDataSet *data = model.generate(RooArgSet(x, y), 10000);
input_line_55:2:2: warning: 'data' shadows a declaration with the same name in the 'std' namespace; use '::data' to reference this declaration
 RooDataSet *data = model.generate(RooArgSet(x, y), 10000);
 ^

Plot x distribution of data and projection of model on x = Int(dy) model(x,y)

In [8]:
RooPlot *xframe = x.frame();
data->plotOn(xframe);
model.plotOn(xframe);
input_line_56:3:1: error: reference to 'data' is ambiguous
data->plotOn(xframe);
^
input_line_55:2:14: note: candidate found by name lookup is '__cling_N526::data'
 RooDataSet *data = model.generate(RooArgSet(x, y), 10000);
             ^
/usr/include/c++/9/bits/range_access.h:318:5: note: candidate found by name lookup is 'std::data'
    data(initializer_list<_Tp> __il) noexcept
    ^
/usr/include/c++/9/bits/range_access.h:289:5: note: candidate found by name lookup is 'std::data'
    data(_Container& __cont) noexcept(noexcept(__cont.data()))
    ^
/usr/include/c++/9/bits/range_access.h:299:5: note: candidate found by name lookup is 'std::data'
    data(const _Container& __cont) noexcept(noexcept(__cont.data()))
    ^
/usr/include/c++/9/bits/range_access.h:309:5: note: candidate found by name lookup is 'std::data'
    data(_Tp (&__array)[_Nm]) noexcept
    ^

Plot x distribution of data and projection of model on y = Int(dx) model(x,y)

In [9]:
RooPlot *yframe = y.frame();
data->plotOn(yframe);
model.plotOn(yframe);
input_line_57:3:1: error: reference to 'data' is ambiguous
data->plotOn(yframe);
^
input_line_55:2:14: note: candidate found by name lookup is '__cling_N526::data'
 RooDataSet *data = model.generate(RooArgSet(x, y), 10000);
             ^
/usr/include/c++/9/bits/range_access.h:318:5: note: candidate found by name lookup is 'std::data'
    data(initializer_list<_Tp> __il) noexcept
    ^
/usr/include/c++/9/bits/range_access.h:289:5: note: candidate found by name lookup is 'std::data'
    data(_Container& __cont) noexcept(noexcept(__cont.data()))
    ^
/usr/include/c++/9/bits/range_access.h:299:5: note: candidate found by name lookup is 'std::data'
    data(const _Container& __cont) noexcept(noexcept(__cont.data()))
    ^
/usr/include/c++/9/bits/range_access.h:309:5: note: candidate found by name lookup is 'std::data'
    data(_Tp (&__array)[_Nm]) noexcept
    ^

Make two-dimensional plot in x vs y

In [10]:
TH1 *hh_model = model.createHistogram("hh_model", x, Binning(50), YVar(y, Binning(50)));
hh_model->SetLineColor(kBlue);

Make canvas and draw RooPlots

In [11]:
TCanvas *c = new TCanvas("rf305_condcorrprod", "rf05_condcorrprod", 1200, 400);
c->Divide(3);
c->cd(1);
gPad->SetLeftMargin(0.15);
xframe->GetYaxis()->SetTitleOffset(1.6);
xframe->Draw();
c->cd(2);
gPad->SetLeftMargin(0.15);
yframe->GetYaxis()->SetTitleOffset(1.6);
yframe->Draw();
c->cd(3);
gPad->SetLeftMargin(0.20);
hh_model->GetZaxis()->SetTitleOffset(2.5);
hh_model->Draw("surf");
input_line_60:2:3: error: use of undeclared identifier 'xframe'
 (xframe->GetYaxis()->SetTitleOffset(1.6000000000000001))
  ^
Error in <HandleInterpreterException>: Error evaluating expression (xframe->GetYaxis()->SetTitleOffset(1.6000000000000001))
Execution of your code was aborted.

Draw all canvases

In [12]:
gROOT->GetListOfCanvases()->Draw()