rf313_paramranges.py File Reference

Namespaces
namespace	rf313_paramranges

Detailed Description

Multidimensional models: working with parameterized ranges to define non-rectangular regions for fitting and integration

 
import ROOT
 
 
# Create 3D pdf
# -------------------------
 
# Define observable (x,y,z)
x = ROOT.RooRealVar("x", "x", 0, 10)
y = ROOT.RooRealVar("y", "y", 0, 10)
z = ROOT.RooRealVar("z", "z", 0, 10)
 
# Define 3 dimensional pdf
z0 = ROOT.RooRealVar("z0", "z0", -0.1, 1)
px = ROOT.RooPolynomial(
    "px", "px", x, ROOT.RooArgList(
        ROOT.RooFit.RooConst(0)))
py = ROOT.RooPolynomial(
    "py", "py", y, ROOT.RooArgList(
        ROOT.RooFit.RooConst(0)))
pz = ROOT.RooPolynomial("pz", "pz", z, ROOT.RooArgList(z0))
pxyz = ROOT.RooProdPdf("pxyz", "pxyz", ROOT.RooArgList(px, py, pz))
 
# Defined non-rectangular region R in (x, y, z)
# -------------------------------------------------------------------------------------
 
#
# R = Z[0 - 0.1*Y^2] * Y[0.1*X - 0.9*X] * X[0 - 10]
#
 
# Construct range parameterized in "R" in y [ 0.1*x, 0.9*x ]
ylo = ROOT.RooFormulaVar("ylo", "0.1*x", ROOT.RooArgList(x))
yhi = ROOT.RooFormulaVar("yhi", "0.9*x", ROOT.RooArgList(x))
y.setRange("R", ylo, yhi)
 
# Construct parameterized ranged "R" in z [ 0, 0.1*y^2 ]
zlo = ROOT.RooFormulaVar("zlo", "0.0*y", ROOT.RooArgList(y))
zhi = ROOT.RooFormulaVar("zhi", "0.1*y*y", ROOT.RooArgList(y))
z.setRange("R", zlo, zhi)
 
# Calculate integral of normalized pdf in R
# ----------------------------------------------------------------------------------
 
# Create integral over normalized pdf model over x,y, in "R" region
intPdf = pxyz.createIntegral(ROOT.RooArgSet(
    x, y, z), ROOT.RooArgSet(x, y, z), "R")
 
# Plot value of integral as function of pdf parameter z0
frame = z0.frame(ROOT.RooFit.Title(
    "Integral of pxyz over x,y, in region R"))
intPdf.plotOn(frame)
 
c = ROOT.TCanvas("rf313_paramranges", "rf313_paramranges", 600, 600)
ROOT.gPad.SetLeftMargin(0.15)
frame.GetYaxis().SetTitleOffset(1.6)
frame.Draw()
 
c.SaveAs("rf313_paramranges.png")

Date

February 2018

Authors

Clemens Lange, Wouter Verkerke (C++ version)

Definition in file rf313_paramranges.py.