Notebook

df002_dataModel¶

Show how to work with non-flat data models, e.g. vectors of tracks.

This tutorial shows the possibility to use data models which are more complex than flat ntuples with RDataFrame.

Author: Danilo Piparo (CERN)
This notebook tutorial was automatically generated with ROOTBOOK-izer from the macro found in the ROOT repository on Monday, March 27, 2023 at 09:45 AM.

In [1]:

using FourVector = ROOT::Math::XYZTVector;
using FourVectorVec = std::vector<FourVector>;
using FourVectorRVec = ROOT::VecOps::RVec<FourVector>;
using CylFourVector = ROOT::Math::RhoEtaPhiVector;

A simple helper function to fill a test tree: this makes the example stand-alone.

In [2]:

%%cpp -d
void fill_tree(const char *filename, const char *treeName)
{
   const double M = 0.13957; // set pi+ mass
   TRandom3 R(1);

   auto genTracks = [&](){
      FourVectorVec tracks;
      const auto nPart = R.Poisson(15);
      tracks.reserve(nPart);
      for (int j = 0; j < nPart; ++j) {
         const auto px = R.Gaus(0, 10);
         const auto py = R.Gaus(0, 10);
         const auto pt = sqrt(px * px + py * py);
         const auto eta = R.Uniform(-3, 3);
         const auto phi = R.Uniform(0.0, 2 * TMath::Pi());
         CylFourVector vcyl(pt, eta, phi);
         // set energy
         auto E = sqrt(vcyl.R() * vcyl.R() + M * M);
         // fill track vector
         tracks.emplace_back(vcyl.X(), vcyl.Y(), vcyl.Z(), E);
      }
      return tracks;
   };

   ROOT::RDataFrame d(64);
   d.Define("tracks", genTracks).Snapshot<FourVectorVec>(treeName, filename, {"tracks"});
}

We prepare an input tree to run on

In [3]:

auto fileName = "df002_dataModel.root";
auto treeName = "myTree";
fill_tree(fileName, treeName);

We read the tree from the file and create a RDataFrame, a class that allows us to interact with the data contained in the tree.

In [4]:

ROOT::RDataFrame d(treeName, fileName, {"tracks"});

Operating on branches which are collections of objects¶

Here we deal with the simplest of the cuts: we decide to accept the event only if the number of tracks is greater than 8.

In [5]:

auto n_cut = [](const FourVectorRVec &tracks) { return tracks.size() > 8; };
auto nentries = d.Filter(n_cut, {"tracks"}).Count();

std::cout << *nentries << " passed all filters" << std::endl;

62 passed all filters

Another possibility consists in creating a new column containing the quantity we are interested in. In this example, we will cut on the number of tracks and plot their transverse momentum.

In [6]:

auto getPt = [](const FourVectorRVec &tracks) {
   return ROOT::VecOps::Map(tracks, [](const FourVector& v){return v.Pt();});
};

We do the same for the weights.

In [7]:

auto getPtWeights = [](const FourVectorRVec &tracks) {
   return ROOT::VecOps::Map(tracks, [](const FourVector& v){ return 1. / v.Pt();});
};

auto augmented_d = d.Define("tracks_n", [](const FourVectorRVec &tracks) { return (int)tracks.size(); })
                      .Filter([](int tracks_n) { return tracks_n > 2; }, {"tracks_n"})
                      .Define("tracks_pts", getPt)
                      .Define("tracks_pts_weights", getPtWeights);

auto trN = augmented_d.Histo1D({"", "", 40, -.5, 39.5}, "tracks_n");
auto trPts = augmented_d.Histo1D("tracks_pts");
auto trWPts = augmented_d.Histo1D("tracks_pts", "tracks_pts_weights");

auto c1 = new TCanvas();
trN->DrawCopy();

auto c2 = new TCanvas();
trPts->DrawCopy();

auto c3 = new TCanvas();
trWPts->DrawCopy();

return 0;

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_ZNSt10shared_ptrIN4ROOT6Detail3RDF7RDefineIZN12__cling_N52516__cling_Un1Qu335EPvE3$_5NS2_18ExtraArgsForDefine4NoneEEEEC2ISaIS9_EJRSt17basic_string_viewIcSt11char_traitsIcEERNSt7__cxx1112basic_stringIcSF_SaIcEEES6_RKSt6vectorISL_SaISL_EERNS0_8Internal3RDF15RColumnRegisterERNS2_12RLoopManagerEEEESt20_Sp_alloc_shared_tagIT_EDpOT0_ }) }
IncrementalExecutor::executeFunction: symbol '_ZN4ROOT6VecOps3MapIJRKNS0_4RVecINS_4Math13LorentzVectorINS3_9PxPyPzE4DIdEEEEEEZZN12__cling_N52416__cling_Un1Qu334EPvENK3$_2clESA_EUlRKS7_E_EEEDaDpOT_' unresolved while linking [cling interface function]!
You are probably missing the definition of auto ROOT::VecOps::Map<ROOT::VecOps::RVec<ROOT::Math::LorentzVector<ROOT::Math::PxPyPzE4D<double> > > const&, __cling_N524::__cling_Un1Qu334(void*)::$_2::operator()(ROOT::VecOps::RVec<ROOT::Math::LorentzVector<ROOT::Math::PxPyPzE4D<double> > > const&) const::{lambda(ROOT::Math::LorentzVector<ROOT::Math::PxPyPzE4D<double> > const&)#1}>(ROOT::VecOps::RVec<ROOT::Math::LorentzVector<ROOT::Math::PxPyPzE4D<double> > > const&, __cling_N524::__cling_Un1Qu334(void*)::$_2::operator()(ROOT::VecOps::RVec<ROOT::Math::LorentzVector<ROOT::Math::PxPyPzE4D<double> > > const&) const::{lambda(ROOT::Math::LorentzVector<ROOT::Math::PxPyPzE4D<double> > const&)#1}&&)
Maybe you need to load the corresponding shared library?

Draw all canvases

In [8]:

gROOT->GetListOfCanvases()->Draw()

[runStaticInitializersOnce]: Failed to materialize symbols: { (main, { __orc_init_func.cling-module-378 }) }