using FourVector = ROOT::Math::XYZTVector; using FourVectorVec = std::vector; using FourVectorRVec = ROOT::VecOps::RVec; using CylFourVector = ROOT::Math::RhoEtaPhiVector; %%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(treeName, filename, {"tracks"}); } auto fileName = "df002_dataModel.root"; auto treeName = "myTree"; fill_tree(fileName, treeName); ROOT::RDataFrame d(treeName, fileName, {"tracks"}); 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; auto getPt = [](const FourVectorRVec &tracks) { return ROOT::VecOps::Map(tracks, [](const FourVector& v){return v.Pt();}); }; 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; gROOT->GetListOfCanvases()->Draw()