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diff --git a/analyses/pluginATLAS/ATLAS_2017_I1598613.cc b/analyses/pluginATLAS/ATLAS_2017_I1598613.cc
--- a/analyses/pluginATLAS/ATLAS_2017_I1598613.cc
+++ b/analyses/pluginATLAS/ATLAS_2017_I1598613.cc
@@ -1,269 +1,268 @@
// -*- C++ -*-
#include "Rivet/Analysis.hh"
#include "Rivet/Projections/HeavyHadrons.hh"
#include "Rivet/Projections/DressedLeptons.hh"
#include "Rivet/Projections/FinalState.hh"
#include "Rivet/Projections/PromptFinalState.hh"
#include "Rivet/Projections/IdentifiedFinalState.hh"
namespace Rivet {
class ATLAS_2017_I1598613 : public Analysis {
public:
/// Constructor
ATLAS_2017_I1598613(const string name="ATLAS_2017_I1598613", size_t mode = 0,
const string ref_data="ATLAS_2017_I1598613") : Analysis(name) {
_mode = mode; //default to the 3-muon mode
setRefDataName(ref_data);
}
struct HistoHandler {
Histo1DPtr histo;
Scatter2DPtr scatter;
unsigned int d, x, y;
HistoHandler() {}
void fill(double value, double weight) {
histo->fill(value, weight);
}
};
/// Book histograms and initialise projections before the run
void init() {
// Get the particles needed for each running mode:
if (_mode == 0) {
// Get photons to dress leptons
FinalState photons(Cuts::abspid == PID::PHOTON);
FinalState muons(Cuts::abspid == PID::MUON);
Cut eta_lep = Cuts::abseta < 2.5;
DressedLeptons dressedmuons(photons, muons, 0.1, eta_lep && Cuts::pT >= 6*GeV, true);
declare(dressedmuons, "dressedmuons");
} else {
declare(HeavyHadrons(Cuts::absrap < 2.4 && Cuts::pT > 15.5*GeV), "BHadrons");
}
//Book the histograms:
- _h["dPhi"] = bookHandler(1, 1, 1);
- _h["dy"] = bookHandler(1, 2, 1);
- _h["yboost"] = bookHandler(1, 3, 1);
- _h["dR"] = bookHandler(1, 4, 1);
- _h["lowpT_dR"] = bookHandler(1, 5, 1);
- _h["highpT_dR"] = bookHandler(1, 6, 1);
- _h["M"] = bookHandler(1, 7, 1);
- _h["pT"] = bookHandler(1, 8, 1);
- _h["MopT"] = bookHandler(1, 9, 1);
- _h["pToM"] = bookHandler(1, 10, 1);
+ _h["dR"] = bookHandler( 1, 2);
+ _h["highpT_dR"] = bookHandler( 4, 5);
+ _h["lowpT_dR"] = bookHandler( 7, 8);
+ _h["dPhi"] = bookHandler(10, 11);
+ _h["dy"] = bookHandler(13, 14);
+ _h["MopT"] = bookHandler(16, 17);
+ _h["pToM"] = bookHandler(19, 20);
+ _h["pT"] = bookHandler(22, 23);
+ _h["M"] = bookHandler(25, 26);
+ _h["yboost"] = bookHandler(29, 28);
}
- HistoHandler bookHandler(unsigned int id_d, unsigned int id_x, unsigned int id_y) {
+ HistoHandler bookHandler(unsigned int id_xsec, unsigned int id_transfer) {
HistoHandler dummy;
- dummy.histo = bookHisto1D(id_d, id_x, id_y);
+ dummy.histo = bookHisto1D(id_xsec, 1, 1);
if (_mode) {
- dummy.scatter = bookScatter2D(id_d, id_x, id_y, true);
- dummy.d = id_d;
- dummy.x = id_x;
- dummy.y = id_y + 1;
+ dummy.scatter = bookScatter2D(id_xsec, 1, 1, true);
+ dummy.d = id_transfer;
+ dummy.x = 1; dummy.y = 1;
}
return dummy;
}
/// Perform the per-event analysis
void analyze(const Event& event) {
const double weight = event.weight();
if (_mode == 1) { // make the 2-b-hadron-level plots
const Particles& bHadrons = apply<HeavyHadrons>(event, "BHadrons").bHadrons();
if (bHadrons.size() > 1) {
sortBy(bHadrons, cmpMomByPt);
float dphiBB = deltaPhi(bHadrons[0], bHadrons[1]);
float dRBB = deltaR(bHadrons[0], bHadrons[1], RAPIDITY);
float dyBB = fabs(bHadrons[0].rapidity() - bHadrons[1].rapidity());
float yboostBB = 0.5*fabs(bHadrons[0].rapidity() + bHadrons[1].rapidity());
FourMomentum systemBB = bHadrons[0].momentum() + bHadrons[1].momentum();
// Due to the additional particles produced in the decay,
// the 3 muons carry only a fraction of the momentum of the b-hadrons,
// scale down mass and pT to match 3-muon-level more closely
float MBB = systemBB.mass()/1.75;
float pTBB = systemBB.pT()/1.75;
_h["dPhi"].fill(dphiBB, weight);
_h["dy"].fill(dyBB, weight);
_h["yboost"].fill(yboostBB, weight);
_h["dR"].fill(dRBB, weight);
_h["M"].fill(MBB/GeV, weight);
_h["pT"].fill(pTBB/GeV, weight);
_h["MopT"].fill(MBB/pTBB, weight);
_h["pToM"].fill(pTBB/MBB, weight);
if (pTBB >= 20*GeV) _h["highpT_dR"].fill(dRBB, weight);
else _h["lowpT_dR"].fill(dRBB, weight);
}
}
if (_mode == 0) { // the 3-muon-level analysis
// First, simply check that we have enough muons
const vector<DressedLepton> muons = apply<DressedLeptons>(event, "dressedmuons").dressedLeptons();
if (muons.size() < 3) vetoEvent;
// Not sure if this is going to work, but ..
vector<DressedLepton> Jpsi_muons, third_muons;
for (DressedLepton mu : muons) {
if (mu.constituentLepton().fromBottom() && mu.constituentLepton().hasAncestor(PID::JPSI)) {
Jpsi_muons.push_back(mu);
}
else if (mu.constituentLepton().fromBottom()) {
third_muons.push_back(mu);
}
}
// Veto events without enough muons:
if (Jpsi_muons.size() < 2) vetoEvent;
// At this point, we must always have a Jpsi. So get its 4-vector:
FourMomentum Jpsi = Jpsi_muons[0].momentum() + Jpsi_muons[1].momentum();
// If there is more than one J/psi, take the one closest to PDG mass,
// and push all the other muons back to the 3rd muon list
size_t mu1 = 0, mu2 = 1;
if (Jpsi_muons.size() > 2) {
for (size_t i = 0; i < Jpsi_muons.size(); ++i) {
for (size_t j = i; j < Jpsi_muons.size(); ++j) {
FourMomentum temp = Jpsi_muons[i].momentum() + Jpsi_muons[j].momentum();
if (fabs(temp.mass() - 3.096) < fabs(Jpsi.mass() - 3.096)) {
Jpsi = temp;
mu1 = i;
mu2 = j;
}
}
}
for (size_t i = 0; i < Jpsi_muons.size(); ++i) {
if (i == mu1 || i == mu2) continue;
third_muons.push_back(Jpsi_muons[i]);
}
}
// There *is* more than one Jpsi:
if (Jpsi_muons[mu1].abseta() >= 2.3) vetoEvent;
if (Jpsi_muons[mu2].abseta() >= 2.3) vetoEvent;
// We should now have the full list of 3rd muons to consider. Make sure we have one:
if (third_muons.empty()) vetoEvent;
// Sort the third muons by pT and pick highest one
std::sort(third_muons.begin(), third_muons.end(), [](const DressedLepton &l1, const DressedLepton &l2) {
return (l1.pT() > l2.pT());
});
FourMomentum third_mu = third_muons[0].momentum();
// Finally, make the plots!
float dphi = deltaPhi(Jpsi, third_mu);
float dR = deltaR(Jpsi, third_mu, RAPIDITY);
float dy = fabs(Jpsi.rapidity() - third_mu.rapidity());
float yboost = 0.5*fabs(Jpsi.rapidity() + third_mu.rapidity());
FourMomentum system = Jpsi + third_mu;
float M = system.mass();
float pT = system.pT();
_h["dPhi"].fill(dphi, weight);
_h["dy"].fill(dy, weight);
_h["yboost"].fill(yboost, weight);
_h["dR"].fill(dR, weight);
if (pT >= 20*GeV) _h["highpT_dR"].fill(dR, weight);
else _h["lowpT_dR"].fill(dR, weight);
_h["M"].fill(M, weight);
_h["pT"].fill(pT, weight);
_h["MopT"].fill(M/pT, weight);
_h["pToM"].fill(pT/M, weight);
} //< end of muon analysis.
}
/// Normalise histograms etc., after the run
void finalize() {
for (map<string, HistoHandler>::iterator hit = _h.begin(); hit != _h.end(); ++hit) {
normalize(hit->second.histo);
if (_mode == 1) {
applyTransferFnAndNorm(hit->second);
removeAnalysisObject(hit->second.histo);
}
}
}
void applyTransferFnAndNorm(HistoHandler handler) { ///< @todo Pass as const reference?
// Load transfer function from reference data file
const YODA::Scatter2D& myTransferFn = refData(handler.d, handler.x, handler.y);
double area = 0.0;
for (size_t i = 0; i < handler.scatter->numPoints(); ++i) {
const Point2D& f = myTransferFn.point(i);
Point2D& p = handler.scatter->point(i);
const HistoBin1D& b = handler.histo->bin(i);
double newy;
try {
newy = b.height();
} catch (const Exception&) { // LowStatsError or WeightError
newy = 0;
}
double newey;
try {
newey = b.heightErr();
} catch (const Exception&) { // LowStatsError or WeightError
newey = 0;
}
// apply transfer function here
newy *= f.y(); newey *= f.y();
double rp = safediv(newey, newy);
double rf = safediv(f.yErrAvg(), f.y());
newey = newy * sqrt(rp*rp + rf*rf);
// set new values
p.setY(newy);
p.setYErrMinus(newey);
p.setYErrPlus(newey);
area += newy * (p.xMax() - p.xMin());
}
if (area > 0.) { // normalise to unity
for (size_t i = 0; i < handler.scatter->numPoints(); ++i)
handler.scatter->point(i).scaleY(1.0 / area);
}
}
protected:
/// Analysis-mode switch
size_t _mode;
/// Histograms
map<string, HistoHandler> _h;
};
/// Specialised subclass for the BB analysis
struct ATLAS_2017_I1598613_BB : public ATLAS_2017_I1598613 {
ATLAS_2017_I1598613_BB() : ATLAS_2017_I1598613("ATLAS_2017_I1598613_BB", 1) { }
};
// Hooks for the plugin system
DECLARE_RIVET_PLUGIN(ATLAS_2017_I1598613);
DECLARE_RIVET_PLUGIN(ATLAS_2017_I1598613_BB);
}
diff --git a/analyses/pluginATLAS/ATLAS_2017_I1598613.yoda b/analyses/pluginATLAS/ATLAS_2017_I1598613.yoda
--- a/analyses/pluginATLAS/ATLAS_2017_I1598613.yoda
+++ b/analyses/pluginATLAS/ATLAS_2017_I1598613.yoda
@@ -1,317 +1,458 @@
BEGIN YODA_SCATTER2D_V2 /REF/ATLAS_2017_I1598613/d01-x01-y01
IsRef: 1
Path: /REF/ATLAS_2017_I1598613/d01-x01-y01
-Title: ~
+Title: doi:10.17182/hepdata.80234.v3/t1
Type: Scatter2D
---
# xval xerr- xerr+ yval yerr- yerr+
-5.000000e-02 5.000000e-02 5.000000e-02 3.265770e-01 2.995590e-02 2.995590e-02
-1.750000e-01 7.500000e-02 7.500000e-02 3.387910e-01 2.481380e-02 2.481380e-02
-3.750000e-01 1.250000e-01 1.250000e-01 2.248610e-01 6.878640e-03 6.878640e-03
-7.500000e-01 2.500000e-01 2.500000e-01 1.379830e-01 2.983550e-03 2.983550e-03
-1.500000e+00 5.000000e-01 5.000000e-01 1.175650e-01 2.186610e-03 2.186610e-03
-2.150000e+00 1.500000e-01 1.500000e-01 2.025380e-01 4.525960e-03 4.525960e-03
-2.450000e+00 1.500000e-01 1.500000e-01 3.559600e-01 5.717410e-03 5.717410e-03
-2.750000e+00 1.500000e-01 1.500000e-01 6.898380e-01 9.369670e-03 9.369670e-03
-3.020796e+00 1.207965e-01 1.207965e-01 1.238660e+00 1.755500e-02 1.755500e-02
+1.000000e-01 1.000000e-01 1.000000e-01 1.024700e-01 1.510541e-02 1.510541e-02
+3.000000e-01 1.000000e-01 1.000000e-01 2.170300e-01 3.808887e-02 3.808887e-02
+6.000000e-01 2.000000e-01 2.000000e-01 1.586100e-01 1.543319e-02 1.543319e-02
+1.050000e+00 2.500000e-01 2.500000e-01 1.125100e-01 4.944104e-03 4.944104e-03
+1.750000e+00 4.500000e-01 4.500000e-01 1.132000e-01 2.492913e-03 2.492913e-03
+2.450000e+00 2.500000e-01 2.500000e-01 2.334300e-01 6.205529e-03 6.205529e-03
+2.900000e+00 2.000000e-01 2.000000e-01 5.950400e-01 1.306213e-02 1.306213e-02
+3.450000e+00 3.500000e-01 3.500000e-01 3.955500e-01 7.406674e-03 7.406674e-03
+4.800000e+00 1.000000e+00 1.000000e+00 2.590500e-02 2.697030e-03 2.697030e-03
END YODA_SCATTER2D_V2
-
-BEGIN YODA_SCATTER2D_V2 /REF/ATLAS_2017_I1598613/d01-x01-y02
+BEGIN YODA_SCATTER2D_V2 /REF/ATLAS_2017_I1598613/d02-x01-y01
IsRef: 1
-Path: /REF/ATLAS_2017_I1598613/d01-x01-y02
-Title: ~
+Path: /REF/ATLAS_2017_I1598613/d02-x01-y01
+Title: doi:10.17182/hepdata.80234.v3/t2
Type: Scatter2D
---
# xval xerr- xerr+ yval yerr- yerr+
-5.000000e-02 5.000000e-02 5.000000e-02 1.154747e+00 9.584951e-02 9.584951e-02
-1.750000e-01 7.500000e-02 7.500000e-02 1.116624e+00 6.262082e-02 6.262082e-02
-3.750000e-01 1.250000e-01 1.250000e-01 1.113837e+00 5.764735e-02 5.764735e-02
-7.500000e-01 2.500000e-01 2.500000e-01 1.124655e+00 4.018927e-02 4.018927e-02
-1.500000e+00 5.000000e-01 5.000000e-01 1.133478e+00 2.118814e-02 2.118814e-02
-2.150000e+00 1.500000e-01 1.500000e-01 1.089293e+00 1.097220e-02 1.097220e-02
-2.450000e+00 1.500000e-01 1.500000e-01 1.048272e+00 2.331978e-02 2.331978e-02
-2.750000e+00 1.500001e-01 1.500001e-01 9.968277e-01 3.296778e-02 3.296778e-02
-3.020796e+00 1.207963e-01 1.207963e-01 8.981063e-01 1.500145e-02 1.500145e-02
+1.000000e-01 1.000000e-01 1.000000e-01 1.075900e+00 1.361700e-01 1.361700e-01
+3.000000e-01 1.000000e-01 1.000000e-01 1.098900e+00 5.464400e-02 5.464400e-02
+6.000000e-01 2.000000e-01 2.000000e-01 1.074900e+00 2.701200e-02 2.701200e-02
+1.050000e+00 2.500000e-01 2.500000e-01 1.091000e+00 2.635700e-02 2.635700e-02
+1.750000e+00 4.500000e-01 4.500000e-01 1.097900e+00 2.668600e-02 2.668600e-02
+2.450000e+00 2.500000e-01 2.500000e-01 1.051300e+00 1.003500e-02 1.003500e-02
+2.900000e+00 2.000000e-01 2.000000e-01 9.664500e-01 1.566700e-02 1.566700e-02
+3.450000e+00 3.500000e-01 3.500000e-01 9.154600e-01 8.603200e-03 8.603200e-03
+4.800000e+00 1.000000e+00 1.000000e+00 9.939200e-01 3.902000e-02 3.902000e-02
END YODA_SCATTER2D_V2
-
-BEGIN YODA_SCATTER2D_V2 /REF/ATLAS_2017_I1598613/d01-x02-y01
+BEGIN YODA_SCATTER2D_V2 /REF/ATLAS_2017_I1598613/d03-x01-y01
IsRef: 1
-Path: /REF/ATLAS_2017_I1598613/d01-x02-y01
-Title: ~
+Path: /REF/ATLAS_2017_I1598613/d03-x01-y01
+Title: doi:10.17182/hepdata.80234.v3/t3
Type: Scatter2D
---
# xval xerr- xerr+ yval yerr- yerr+
-7.500000e-02 7.500000e-02 7.500000e-02 6.957150e-01 3.604540e-02 3.604540e-02
-2.000000e-01 5.000000e-02 5.000000e-02 6.686600e-01 2.044030e-02 2.044030e-02
-3.250000e-01 7.500000e-02 7.500000e-02 5.965370e-01 1.271210e-02 1.271210e-02
-5.500000e-01 1.500000e-01 1.500000e-01 5.021500e-01 9.192010e-03 9.192010e-03
-9.500000e-01 2.500000e-01 2.500000e-01 4.228710e-01 8.452280e-03 8.452280e-03
-1.550000e+00 3.500000e-01 3.500000e-01 2.981640e-01 5.458280e-03 5.458280e-03
-2.300000e+00 4.000000e-01 4.000000e-01 1.530760e-01 3.597860e-03 3.597860e-03
-3.750000e+00 1.050000e+00 1.050000e+00 2.192370e-02 2.182990e-03 2.182990e-03
END YODA_SCATTER2D_V2
-
-BEGIN YODA_SCATTER2D_V2 /REF/ATLAS_2017_I1598613/d01-x02-y02
+BEGIN YODA_SCATTER2D_V2 /REF/ATLAS_2017_I1598613/d03-x01-y02
IsRef: 1
-Path: /REF/ATLAS_2017_I1598613/d01-x02-y02
-Title: ~
+Path: /REF/ATLAS_2017_I1598613/d03-x01-y02
+Title: doi:10.17182/hepdata.80234.v3/t3
Type: Scatter2D
---
# xval xerr- xerr+ yval yerr- yerr+
-7.500000e-02 7.500000e-02 7.500000e-02 1.003973e+00 1.956502e-02 1.956502e-02
-2.000000e-01 5.000000e-02 5.000000e-02 1.009799e+00 1.169345e-02 1.169345e-02
-3.250000e-01 7.500000e-02 7.500000e-02 1.007929e+00 1.334220e-02 1.334220e-02
-5.500000e-01 1.500000e-01 1.500000e-01 1.000462e+00 1.196852e-02 1.196852e-02
-9.500000e-01 2.500000e-01 2.500000e-01 9.822436e-01 1.290059e-02 1.290059e-02
-1.550000e+00 3.500000e-01 3.500000e-01 9.698168e-01 1.484370e-02 1.484370e-02
-2.300000e+00 4.000000e-01 4.000000e-01 1.012172e+00 4.193589e-02 4.193589e-02
-3.750000e+00 1.050000e+00 1.050000e+00 1.123104e+00 9.286791e-02 9.286791e-02
END YODA_SCATTER2D_V2
-
-BEGIN YODA_SCATTER2D_V2 /REF/ATLAS_2017_I1598613/d01-x03-y01
+BEGIN YODA_SCATTER2D_V2 /REF/ATLAS_2017_I1598613/d04-x01-y01
IsRef: 1
-Path: /REF/ATLAS_2017_I1598613/d01-x03-y01
-Title: ~
+Path: /REF/ATLAS_2017_I1598613/d04-x01-y01
+Title: doi:10.17182/hepdata.80234.v3/t4
Type: Scatter2D
---
# xval xerr- xerr+ yval yerr- yerr+
-5.000000e-02 5.000000e-02 5.000000e-02 6.678090e-01 1.928140e-02 1.928140e-02
-1.500000e-01 5.000000e-02 5.000000e-02 6.659830e-01 2.072480e-02 2.072480e-02
-3.000000e-01 1.000000e-01 1.000000e-01 6.656690e-01 1.397880e-02 1.397880e-02
-5.500000e-01 1.500000e-01 1.500000e-01 6.308380e-01 1.099150e-02 1.099150e-02
-9.500000e-01 2.500000e-01 2.500000e-01 5.431160e-01 6.386880e-03 6.386880e-03
-1.450000e+00 2.500000e-01 2.500000e-01 3.728590e-01 1.108240e-02 1.108240e-02
-2.100000e+00 4.000000e-01 4.000000e-01 1.078100e-01 4.368310e-03 4.368310e-03
+2.000000e-01 2.000000e-01 2.000000e-01 3.817500e-01 3.223064e-02 3.223064e-02
+8.000000e-01 4.000000e-01 4.000000e-01 3.116600e-01 1.065752e-02 1.065752e-02
+1.700000e+00 5.000000e-01 5.000000e-01 1.962200e-01 5.507918e-03 5.507918e-03
+2.850000e+00 6.500000e-01 6.500000e-01 2.495500e-01 6.027433e-03 6.027433e-03
+4.650000e+00 1.150000e+00 1.150000e+00 2.209800e-02 2.324373e-03 2.324373e-03
END YODA_SCATTER2D_V2
-
-BEGIN YODA_SCATTER2D_V2 /REF/ATLAS_2017_I1598613/d01-x03-y02
+BEGIN YODA_SCATTER2D_V2 /REF/ATLAS_2017_I1598613/d05-x01-y01
IsRef: 1
-Path: /REF/ATLAS_2017_I1598613/d01-x03-y02
-Title: ~
+Path: /REF/ATLAS_2017_I1598613/d05-x01-y01
+Title: doi:10.17182/hepdata.80234.v3/t5
Type: Scatter2D
---
# xval xerr- xerr+ yval yerr- yerr+
-5.000000e-02 5.000000e-02 5.000000e-02 9.904615e-01 2.002510e-02 2.002510e-02
-1.500000e-01 5.000000e-02 5.000000e-02 1.000070e+00 9.102732e-03 9.102732e-03
-3.000000e-01 1.000000e-01 1.000000e-01 9.982841e-01 1.204774e-02 1.204774e-02
-5.500000e-01 1.500000e-01 1.500000e-01 9.950199e-01 7.074088e-03 7.074088e-03
-9.500000e-01 2.500000e-01 2.500000e-01 9.874642e-01 1.244822e-02 1.244822e-02
-1.450000e+00 2.500000e-01 2.500000e-01 1.001314e+00 8.890897e-03 8.890897e-03
-2.100000e+00 4.000000e-01 4.000000e-01 1.098104e+00 1.464921e-02 1.464921e-02
+2.000000e-01 2.000000e-01 2.000000e-01 1.076700e+00 4.998400e-02 4.998400e-02
+8.000000e-01 4.000000e-01 4.000000e-01 1.037300e+00 3.966500e-02 3.966500e-02
+1.700000e+00 5.000000e-01 5.000000e-01 7.443500e-01 1.403500e-02 1.403500e-02
+2.850000e+00 6.500000e-01 6.500000e-01 1.146900e+00 1.273900e-02 1.273900e-02
+4.650000e+00 1.150000e+00 1.150000e+00 1.714900e+00 8.234300e-02 8.234300e-02
END YODA_SCATTER2D_V2
-
-BEGIN YODA_SCATTER2D_V2 /REF/ATLAS_2017_I1598613/d01-x04-y01
+BEGIN YODA_SCATTER2D_V2 /REF/ATLAS_2017_I1598613/d06-x01-y01
IsRef: 1
-Path: /REF/ATLAS_2017_I1598613/d01-x04-y01
-Title: ~
+Path: /REF/ATLAS_2017_I1598613/d06-x01-y01
+Title: doi:10.17182/hepdata.80234.v3/t6
Type: Scatter2D
---
# xval xerr- xerr+ yval yerr- yerr+
-1.000000e-01 1.000000e-01 1.000000e-01 1.057600e-01 1.562040e-02 1.562040e-02
-3.000000e-01 1.000000e-01 1.000000e-01 2.239940e-01 3.917050e-02 3.917050e-02
-6.000000e-01 2.000000e-01 2.000000e-01 1.636970e-01 1.551850e-02 1.551850e-02
-1.050000e+00 2.500000e-01 2.500000e-01 1.161230e-01 4.299210e-03 4.299210e-03
-1.750000e+00 4.500000e-01 4.500000e-01 1.168370e-01 2.450170e-03 2.450170e-03
-2.450000e+00 2.500000e-01 2.500000e-01 2.409240e-01 6.295110e-03 6.295110e-03
-2.900000e+00 2.000000e-01 2.000000e-01 6.141330e-01 1.328120e-02 1.328120e-02
-3.450000e+00 3.500000e-01 3.500000e-01 4.082390e-01 7.840190e-03 7.840190e-03
-4.800000e+00 1.000000e+00 1.000000e+00 2.673648e-02 1.226970e-03 1.226970e-03
END YODA_SCATTER2D_V2
-
-BEGIN YODA_SCATTER2D_V2 /REF/ATLAS_2017_I1598613/d01-x04-y02
+BEGIN YODA_SCATTER2D_V2 /REF/ATLAS_2017_I1598613/d06-x01-y02
IsRef: 1
-Path: /REF/ATLAS_2017_I1598613/d01-x04-y02
-Title: ~
+Path: /REF/ATLAS_2017_I1598613/d06-x01-y02
+Title: doi:10.17182/hepdata.80234.v3/t6
Type: Scatter2D
---
# xval xerr- xerr+ yval yerr- yerr+
-1.000000e-01 1.000000e-01 1.000000e-01 1.075889e+00 1.361711e-01 1.361711e-01
-3.000000e-01 1.000000e-01 1.000000e-01 1.098919e+00 5.464435e-02 5.464435e-02
-6.000000e-01 2.000000e-01 2.000000e-01 1.074910e+00 2.701169e-02 2.701169e-02
-1.050000e+00 2.500000e-01 2.500000e-01 1.090983e+00 2.635753e-02 2.635753e-02
-1.750000e+00 4.500000e-01 4.500000e-01 1.097872e+00 2.668601e-02 2.668601e-02
-2.450000e+00 2.500000e-01 2.500000e-01 1.051330e+00 1.003546e-02 1.003546e-02
-2.900000e+00 1.999999e-01 1.999999e-01 9.664505e-01 1.566696e-02 1.566696e-02
-3.450000e+00 3.500000e-01 3.500000e-01 9.154552e-01 8.603156e-03 8.603156e-03
-4.800000e+00 1.000000e+00 1.000000e+00 9.939227e-01 3.901976e-02 3.901976e-02
END YODA_SCATTER2D_V2
-
-BEGIN YODA_SCATTER2D_V2 /REF/ATLAS_2017_I1598613/d01-x05-y01
+BEGIN YODA_SCATTER2D_V2 /REF/ATLAS_2017_I1598613/d07-x01-y01
IsRef: 1
-Path: /REF/ATLAS_2017_I1598613/d01-x05-y01
-Title: ~
+Path: /REF/ATLAS_2017_I1598613/d07-x01-y01
+Title: doi:10.17182/hepdata.80234.v3/t7
Type: Scatter2D
---
# xval xerr- xerr+ yval yerr- yerr+
-7.500000e-01 7.500000e-01 7.500000e-01 1.017040e-02 4.065680e-03 4.065680e-03
-1.850000e+00 3.500000e-01 3.500000e-01 6.788500e-02 2.475330e-03 2.475330e-03
-2.850000e+00 6.500000e-01 6.500000e-01 5.903690e-01 6.308550e-03 6.308550e-03
-4.650000e+00 1.150000e+00 1.150000e+00 7.380237e-02 1.781260e-03 1.781260e-03
+7.500000e-01 7.500000e-01 7.500000e-01 9.343000e-03 3.729317e-03 3.729317e-03
+1.850000e+00 3.500000e-01 3.500000e-01 6.236200e-02 2.259186e-03 2.259186e-03
+2.850000e+00 6.500000e-01 6.500000e-01 5.423400e-01 6.330536e-03 6.330536e-03
+4.650000e+00 1.150000e+00 1.150000e+00 6.779800e-02 2.444963e-03 2.444963e-03
END YODA_SCATTER2D_V2
-
-BEGIN YODA_SCATTER2D_V2 /REF/ATLAS_2017_I1598613/d01-x05-y02
+BEGIN YODA_SCATTER2D_V2 /REF/ATLAS_2017_I1598613/d08-x01-y01
IsRef: 1
-Path: /REF/ATLAS_2017_I1598613/d01-x05-y02
-Title: ~
+Path: /REF/ATLAS_2017_I1598613/d08-x01-y01
+Title: doi:10.17182/hepdata.80234.v3/t8
Type: Scatter2D
---
# xval xerr- xerr+ yval yerr- yerr+
7.500000e-01 7.500000e-01 7.500000e-01 0.000000e+00 0.000000e+00 0.000000e+00
-1.850000e+00 3.500000e-01 3.500000e-01 5.151592e+00 5.010726e-01 5.010726e-01
-2.850000e+00 6.500000e-01 6.500000e-01 8.901786e-01 3.312945e-03 3.312945e-03
-4.650000e+00 1.150000e+00 1.150000e+00 8.495069e-01 2.506125e-02 2.506125e-02
+1.850000e+00 3.500000e-01 3.500000e-01 5.151600e+00 5.010700e-01 5.010700e-01
+2.850000e+00 6.500000e-01 6.500000e-01 8.901800e-01 3.312900e-03 3.312900e-03
+4.650000e+00 1.150000e+00 1.150000e+00 8.495100e-01 2.506100e-02 2.506100e-02
END YODA_SCATTER2D_V2
-
-BEGIN YODA_SCATTER2D_V2 /REF/ATLAS_2017_I1598613/d01-x06-y01
+BEGIN YODA_SCATTER2D_V2 /REF/ATLAS_2017_I1598613/d09-x01-y01
IsRef: 1
-Path: /REF/ATLAS_2017_I1598613/d01-x06-y01
-Title: ~
+Path: /REF/ATLAS_2017_I1598613/d09-x01-y01
+Title: doi:10.17182/hepdata.80234.v3/t9
Type: Scatter2D
---
# xval xerr- xerr+ yval yerr- yerr+
-2.000000e-01 2.000000e-01 2.000000e-01 3.921470e-01 3.293680e-02 3.293680e-02
-8.000000e-01 4.000000e-01 4.000000e-01 3.201460e-01 1.057080e-02 1.057080e-02
-1.700000e+00 5.000000e-01 5.000000e-01 2.015640e-01 5.519580e-03 5.519580e-03
-2.850000e+00 6.500000e-01 6.500000e-01 2.563450e-01 6.260290e-03 6.260290e-03
-4.650000e+00 1.150000e+00 1.150000e+00 2.270039e-02 1.609440e-03 1.609440e-03
END YODA_SCATTER2D_V2
-
-BEGIN YODA_SCATTER2D_V2 /REF/ATLAS_2017_I1598613/d01-x06-y02
+BEGIN YODA_SCATTER2D_V2 /REF/ATLAS_2017_I1598613/d09-x01-y02
IsRef: 1
-Path: /REF/ATLAS_2017_I1598613/d01-x06-y02
-Title: ~
+Path: /REF/ATLAS_2017_I1598613/d09-x01-y02
+Title: doi:10.17182/hepdata.80234.v3/t9
Type: Scatter2D
---
# xval xerr- xerr+ yval yerr- yerr+
-2.000000e-01 2.000000e-01 2.000000e-01 1.076703e+00 4.998392e-02 4.998392e-02
-8.000000e-01 4.000000e-01 4.000000e-01 1.037324e+00 3.966489e-02 3.966489e-02
-1.700000e+00 5.000000e-01 5.000000e-01 7.443476e-01 1.403525e-02 1.403525e-02
-2.850000e+00 6.500000e-01 6.500000e-01 1.146863e+00 1.273924e-02 1.273924e-02
-4.650000e+00 1.150000e+00 1.150000e+00 1.714904e+00 8.234292e-02 8.234292e-02
END YODA_SCATTER2D_V2
-
-BEGIN YODA_SCATTER2D_V2 /REF/ATLAS_2017_I1598613/d01-x07-y01
+BEGIN YODA_SCATTER2D_V2 /REF/ATLAS_2017_I1598613/d10-x01-y01
IsRef: 1
-Path: /REF/ATLAS_2017_I1598613/d01-x07-y01
-Title: ~
+Path: /REF/ATLAS_2017_I1598613/d10-x01-y01
+Title: doi:10.17182/hepdata.80234.v3/t10
Type: Scatter2D
---
# xval xerr- xerr+ yval yerr- yerr+
-5.500000e+00 2.500000e+00 2.500000e+00 1.696330e-02 1.392350e-03 1.392350e-03
-1.150000e+01 3.500000e+00 3.500000e+00 1.138550e-02 2.562820e-04 2.562820e-04
-1.850000e+01 3.500000e+00 3.500000e+00 1.503920e-02 3.252570e-04 3.252570e-04
-2.350000e+01 1.500000e+00 1.500000e+00 2.924520e-02 5.787110e-04 5.787110e-04
-3.000000e+01 5.000000e+00 5.000000e+00 2.755390e-02 4.116220e-04 4.116220e-04
-4.250000e+01 7.500000e+00 7.500000e+00 1.433810e-02 2.019510e-04 2.019510e-04
-6.250000e+01 1.250000e+01 1.250000e+01 4.418890e-03 1.204920e-04 1.204920e-04
-1.375000e+02 6.250000e+01 6.250000e+01 3.311450e-04 2.220800e-05 2.220800e-05
+5.000000e-02 5.000000e-02 5.000000e-02 3.265800e-01 2.995649e-02 2.995649e-02
+1.750000e-01 7.500000e-02 7.500000e-02 3.387900e-01 2.481415e-02 2.481415e-02
+3.750000e-01 1.250000e-01 1.250000e-01 2.248600e-01 6.878628e-03 6.878628e-03
+7.500000e-01 2.500000e-01 2.500000e-01 1.379800e-01 2.983582e-03 2.983582e-03
+1.500000e+00 5.000000e-01 5.000000e-01 1.175600e-01 2.186607e-03 2.186607e-03
+2.150000e+00 1.500000e-01 1.500000e-01 2.025400e-01 4.525949e-03 4.525949e-03
+2.450000e+00 1.500000e-01 1.500000e-01 3.559600e-01 5.717405e-03 5.717405e-03
+2.750000e+00 1.500000e-01 1.500000e-01 6.898400e-01 9.369646e-03 9.369646e-03
+3.020000e+00 1.200000e-01 1.200000e-01 1.238700e+00 1.755502e-02 1.755502e-02
END YODA_SCATTER2D_V2
-
-BEGIN YODA_SCATTER2D_V2 /REF/ATLAS_2017_I1598613/d01-x07-y02
+BEGIN YODA_SCATTER2D_V2 /REF/ATLAS_2017_I1598613/d11-x01-y01
IsRef: 1
-Path: /REF/ATLAS_2017_I1598613/d01-x07-y02
-Title: ~
+Path: /REF/ATLAS_2017_I1598613/d11-x01-y01
+Title: doi:10.17182/hepdata.80234.v3/t11
Type: Scatter2D
---
# xval xerr- xerr+ yval yerr- yerr+
-5.500000e+00 2.500000e+00 2.500000e+00 1.634320e+00 1.203861e-01 1.203861e-01
-1.150000e+01 3.500000e+00 3.500000e+00 9.677715e-01 2.710417e-02 2.710417e-02
-1.850000e+01 3.500000e+00 3.500000e+00 9.175217e-01 1.293218e-02 1.293218e-02
-2.350000e+01 1.500000e+00 1.500000e+00 8.037187e-01 8.624554e-03 8.624554e-03
-3.000000e+01 5.000000e+00 5.000000e+00 9.976053e-01 1.124784e-02 1.124784e-02
-4.250000e+01 7.500000e+00 7.500000e+00 1.362548e+00 1.627326e-02 1.627326e-02
-6.250000e+01 1.250000e+01 1.250000e+01 1.789824e+00 3.539288e-02 3.539288e-02
-1.375000e+02 6.250000e+01 6.250000e+01 2.478702e+00 1.881456e-01 1.881456e-01
+5.000000e-02 5.000000e-02 5.000000e-02 1.154700e+00 9.585000e-02 9.585000e-02
+1.750000e-01 7.500000e-02 7.500000e-02 1.116600e+00 6.262100e-02 6.262100e-02
+3.750000e-01 1.250000e-01 1.250000e-01 1.113800e+00 5.764700e-02 5.764700e-02
+7.500000e-01 2.500000e-01 2.500000e-01 1.124700e+00 4.018900e-02 4.018900e-02
+1.500000e+00 5.000000e-01 5.000000e-01 1.133500e+00 2.118800e-02 2.118800e-02
+2.150000e+00 1.500000e-01 1.500000e-01 1.089300e+00 1.097200e-02 1.097200e-02
+2.450000e+00 1.500000e-01 1.500000e-01 1.048300e+00 2.332000e-02 2.332000e-02
+2.750000e+00 1.500000e-01 1.500000e-01 9.968300e-01 3.296800e-02 3.296800e-02
+3.020800e+00 1.208000e-01 1.208000e-01 8.981100e-01 1.500100e-02 1.500100e-02
END YODA_SCATTER2D_V2
-
-BEGIN YODA_SCATTER2D_V2 /REF/ATLAS_2017_I1598613/d01-x08-y01
+BEGIN YODA_SCATTER2D_V2 /REF/ATLAS_2017_I1598613/d12-x01-y01
IsRef: 1
-Path: /REF/ATLAS_2017_I1598613/d01-x08-y01
-Title: ~
+Path: /REF/ATLAS_2017_I1598613/d12-x01-y01
+Title: doi:10.17182/hepdata.80234.v3/t12
Type: Scatter2D
---
# xval xerr- xerr+ yval yerr- yerr+
-5.000000e+00 5.000000e+00 5.000000e+00 2.338830e-02 4.376000e-04 4.376000e-04
-1.250000e+01 2.500000e+00 2.500000e+00 4.068310e-02 5.483900e-04 5.483900e-04
-1.750000e+01 2.500000e+00 2.500000e+00 3.033440e-02 4.100330e-04 4.100330e-04
-2.250000e+01 2.500000e+00 2.500000e+00 2.741370e-02 4.818450e-04 4.818450e-04
-3.250000e+01 7.500000e+00 7.500000e+00 1.367220e-02 2.719530e-04 2.719530e-04
-5.000000e+01 1.000000e+01 1.000000e+01 2.767280e-03 1.156430e-04 1.156430e-04
-1.050000e+02 4.500000e+01 4.500000e+01 1.503450e-04 2.069700e-05 2.069700e-05
END YODA_SCATTER2D_V2
-
-BEGIN YODA_SCATTER2D_V2 /REF/ATLAS_2017_I1598613/d01-x08-y02
+BEGIN YODA_SCATTER2D_V2 /REF/ATLAS_2017_I1598613/d12-x01-y02
IsRef: 1
-Path: /REF/ATLAS_2017_I1598613/d01-x08-y02
-Title: ~
+Path: /REF/ATLAS_2017_I1598613/d12-x01-y02
+Title: doi:10.17182/hepdata.80234.v3/t12
Type: Scatter2D
---
# xval xerr- xerr+ yval yerr- yerr+
-5.000000e+00 5.000000e+00 5.000000e+00 3.939933e-01 2.571535e-02 2.571535e-02
-1.250000e+01 2.500000e+00 2.500000e+00 1.529950e+00 8.960360e-02 8.960360e-02
-1.750000e+01 2.500000e+00 2.500000e+00 1.484619e+00 2.164984e-02 2.164984e-02
-2.250000e+01 2.500000e+00 2.500000e+00 1.377376e+00 9.374326e-02 9.374326e-02
-3.250000e+01 7.500000e+00 7.500000e+00 2.007089e+00 8.947510e-02 8.947510e-02
-5.000000e+01 1.000000e+01 1.000000e+01 3.242140e+00 2.175093e-01 2.175093e-01
-1.050000e+02 4.500000e+01 4.500000e+01 5.194554e+00 6.054475e-01 6.054475e-01
END YODA_SCATTER2D_V2
-
-BEGIN YODA_SCATTER2D_V2 /REF/ATLAS_2017_I1598613/d01-x09-y01
+BEGIN YODA_SCATTER2D_V2 /REF/ATLAS_2017_I1598613/d13-x01-y01
IsRef: 1
-Path: /REF/ATLAS_2017_I1598613/d01-x09-y01
-Title: ~
+Path: /REF/ATLAS_2017_I1598613/d13-x01-y01
+Title: doi:10.17182/hepdata.80234.v3/t13
Type: Scatter2D
---
# xval xerr- xerr+ yval yerr- yerr+
-2.500000e-01 2.500000e-01 2.500000e-01 3.120000e-01 1.481580e-02 1.481580e-02
-7.500000e-01 2.500000e-01 2.500000e-01 1.966780e-01 4.144320e-03 4.144320e-03
-1.500000e+00 5.000000e-01 5.000000e-01 2.440140e-01 3.382190e-03 3.382190e-03
-3.000000e+00 1.000000e+00 1.000000e+00 1.595820e-01 1.878030e-03 1.878030e-03
-9.500000e+00 5.500000e+00 5.500000e+00 1.529700e-02 3.827430e-04 3.827430e-04
-8.250000e+01 6.750000e+01 6.750000e+01 1.053030e-04 1.481490e-05 1.481490e-05
+7.500000e-02 7.500000e-02 7.500000e-02 6.957200e-01 3.604553e-02 3.604553e-02
+2.000000e-01 5.000000e-02 5.000000e-02 6.686600e-01 2.044031e-02 2.044031e-02
+3.250000e-01 7.500000e-02 7.500000e-02 5.965400e-01 1.271208e-02 1.271208e-02
+5.500000e-01 1.500000e-01 1.500000e-01 5.021500e-01 9.192001e-03 9.192001e-03
+9.500000e-01 2.500000e-01 2.500000e-01 4.228700e-01 8.452253e-03 8.452253e-03
+1.550000e+00 3.500000e-01 3.500000e-01 2.981600e-01 5.458170e-03 5.458170e-03
+2.300000e+00 4.000000e-01 4.000000e-01 1.530800e-01 3.597853e-03 3.597853e-03
+3.750000e+00 1.050000e+00 1.050000e+00 2.192400e-02 2.182969e-03 2.182969e-03
END YODA_SCATTER2D_V2
-
-BEGIN YODA_SCATTER2D_V2 /REF/ATLAS_2017_I1598613/d01-x09-y02
+BEGIN YODA_SCATTER2D_V2 /REF/ATLAS_2017_I1598613/d14-x01-y01
IsRef: 1
-Path: /REF/ATLAS_2017_I1598613/d01-x09-y02
-Title: ~
+Path: /REF/ATLAS_2017_I1598613/d14-x01-y01
+Title: doi:10.17182/hepdata.80234.v3/t14
Type: Scatter2D
---
# xval xerr- xerr+ yval yerr- yerr+
-2.500000e-01 2.500000e-01 2.500000e-01 8.566734e-01 2.705255e-02 2.705255e-02
-7.500000e-01 2.500000e-01 2.500000e-01 9.022391e-01 4.421794e-02 4.421794e-02
-1.500000e+00 5.000000e-01 5.000000e-01 1.586390e+00 5.113000e-02 5.113000e-02
-3.000000e+00 1.000000e+00 1.000000e+00 1.030200e+00 9.773126e-02 9.773126e-02
-9.500000e+00 5.500000e+00 5.500000e+00 2.929277e-01 3.193858e-02 3.193858e-02
-8.250000e+01 6.750000e+01 6.750000e+01 1.027961e-01 1.224499e-02 1.224499e-02
+7.500000e-02 7.500000e-02 7.500000e-02 1.004000e+00 1.956500e-02 1.956500e-02
+2.000000e-01 5.000000e-02 5.000000e-02 1.009800e+00 1.169300e-02 1.169300e-02
+3.250000e-01 7.500000e-02 7.500000e-02 1.007900e+00 1.334200e-02 1.334200e-02
+5.500000e-01 1.500000e-01 1.500000e-01 1.000500e+00 1.196900e-02 1.196900e-02
+9.500000e-01 2.500000e-01 2.500000e-01 9.822400e-01 1.290100e-02 1.290100e-02
+1.550000e+00 3.500000e-01 3.500000e-01 9.698200e-01 1.484400e-02 1.484400e-02
+2.300000e+00 4.000000e-01 4.000000e-01 1.012200e+00 4.193600e-02 4.193600e-02
+3.750000e+00 1.050000e+00 1.050000e+00 1.123100e+00 9.286800e-02 9.286800e-02
END YODA_SCATTER2D_V2
-
-BEGIN YODA_SCATTER2D_V2 /REF/ATLAS_2017_I1598613/d01-x10-y01
+BEGIN YODA_SCATTER2D_V2 /REF/ATLAS_2017_I1598613/d15-x01-y01
IsRef: 1
-Path: /REF/ATLAS_2017_I1598613/d01-x10-y01
-Title: ~
+Path: /REF/ATLAS_2017_I1598613/d15-x01-y01
+Title: doi:10.17182/hepdata.80234.v3/t15
Type: Scatter2D
---
# xval xerr- xerr+ yval yerr- yerr+
-1.250000e-01 1.250000e-01 1.250000e-01 7.373570e-01 1.611240e-02 1.611240e-02
-3.750000e-01 1.250000e-01 1.250000e-01 1.274290e+00 1.588660e-02 1.588660e-02
-1.000000e+00 5.000000e-01 5.000000e-01 3.057620e-01 4.529250e-03 4.529250e-03
-2.500000e+00 1.000000e+00 1.000000e+00 4.817120e-02 1.365880e-03 1.365880e-03
-4.500000e+00 1.000000e+00 1.000000e+00 2.753200e-02 1.659150e-03 1.659150e-03
-1.775000e+01 1.225000e+01 1.225000e+01 1.629400e-03 1.773560e-04 1.773560e-04
END YODA_SCATTER2D_V2
-
-BEGIN YODA_SCATTER2D_V2 /REF/ATLAS_2017_I1598613/d01-x10-y02
+BEGIN YODA_SCATTER2D_V2 /REF/ATLAS_2017_I1598613/d15-x01-y02
IsRef: 1
-Path: /REF/ATLAS_2017_I1598613/d01-x10-y02
-Title: ~
+Path: /REF/ATLAS_2017_I1598613/d15-x01-y02
+Title: doi:10.17182/hepdata.80234.v3/t15
Type: Scatter2D
---
# xval xerr- xerr+ yval yerr- yerr+
-1.250000e-01 1.250000e-01 1.250000e-01 4.709684e-01 2.134030e-02 2.134030e-02
-3.750000e-01 1.250000e-01 1.250000e-01 1.926251e+00 7.873309e-02 7.873309e-02
-1.000000e+00 5.000000e-01 5.000000e-01 2.742798e+00 1.548448e-01 1.548448e-01
-2.500000e+00 1.000000e+00 1.000000e+00 1.122268e+00 1.204122e-01 1.204122e-01
-4.500000e+00 1.000000e+00 1.000000e+00 1.940886e+00 1.097775e-01 1.097775e-01
-1.775000e+01 1.225000e+01 1.225000e+01 8.835129e+00 1.642575e-01 1.642575e-01
END YODA_SCATTER2D_V2
+BEGIN YODA_SCATTER2D_V2 /REF/ATLAS_2017_I1598613/d16-x01-y01
+IsRef: 1
+Path: /REF/ATLAS_2017_I1598613/d16-x01-y01
+Title: doi:10.17182/hepdata.80234.v3/t16
+Type: Scatter2D
+---
+# xval xerr- xerr+ yval yerr- yerr+
+2.500000e-01 2.500000e-01 2.500000e-01 3.120000e-01 1.481578e-02 1.481578e-02
+7.500000e-01 2.500000e-01 2.500000e-01 1.966800e-01 4.144281e-03 4.144281e-03
+1.500000e+00 5.000000e-01 5.000000e-01 2.440100e-01 3.382193e-03 3.382193e-03
+3.000000e+00 1.000000e+00 1.000000e+00 1.595800e-01 1.878044e-03 1.878044e-03
+9.500000e+00 5.500000e+00 5.500000e+00 1.529700e-02 3.827402e-04 3.827402e-04
+8.250000e+01 6.750000e+01 6.750000e+01 1.053000e-04 1.481487e-05 1.481487e-05
+END YODA_SCATTER2D_V2
+BEGIN YODA_SCATTER2D_V2 /REF/ATLAS_2017_I1598613/d17-x01-y01
+IsRef: 1
+Path: /REF/ATLAS_2017_I1598613/d17-x01-y01
+Title: doi:10.17182/hepdata.80234.v3/t17
+Type: Scatter2D
+---
+# xval xerr- xerr+ yval yerr- yerr+
+2.500000e-01 2.500000e-01 2.500000e-01 8.566700e-01 2.705300e-02 2.705300e-02
+7.500000e-01 2.500000e-01 2.500000e-01 9.022400e-01 4.421800e-02 4.421800e-02
+1.500000e+00 5.000000e-01 5.000000e-01 1.586400e+00 5.113000e-02 5.113000e-02
+3.000000e+00 1.000000e+00 1.000000e+00 1.030200e+00 9.773100e-02 9.773100e-02
+9.500000e+00 5.500000e+00 5.500000e+00 2.929300e-01 3.193900e-02 3.193900e-02
+8.250000e+01 6.750000e+01 6.750000e+01 1.028000e-01 1.224500e-02 1.224500e-02
+END YODA_SCATTER2D_V2
+BEGIN YODA_SCATTER2D_V2 /REF/ATLAS_2017_I1598613/d18-x01-y01
+IsRef: 1
+Path: /REF/ATLAS_2017_I1598613/d18-x01-y01
+Title: doi:10.17182/hepdata.80234.v3/t18
+Type: Scatter2D
+---
+# xval xerr- xerr+ yval yerr- yerr+
+END YODA_SCATTER2D_V2
+BEGIN YODA_SCATTER2D_V2 /REF/ATLAS_2017_I1598613/d18-x01-y02
+IsRef: 1
+Path: /REF/ATLAS_2017_I1598613/d18-x01-y02
+Title: doi:10.17182/hepdata.80234.v3/t18
+Type: Scatter2D
+---
+# xval xerr- xerr+ yval yerr- yerr+
+END YODA_SCATTER2D_V2
+BEGIN YODA_SCATTER2D_V2 /REF/ATLAS_2017_I1598613/d19-x01-y01
+IsRef: 1
+Path: /REF/ATLAS_2017_I1598613/d19-x01-y01
+Title: doi:10.17182/hepdata.80234.v3/t19
+Type: Scatter2D
+---
+# xval xerr- xerr+ yval yerr- yerr+
+1.250000e-01 1.250000e-01 1.250000e-01 7.373600e-01 1.611243e-02 1.611243e-02
+3.750000e-01 1.250000e-01 1.250000e-01 1.274300e+00 1.588660e-02 1.588660e-02
+1.000000e+00 5.000000e-01 5.000000e-01 3.057600e-01 4.529244e-03 4.529244e-03
+2.500000e+00 1.000000e+00 1.000000e+00 4.817100e-02 1.365844e-03 1.365844e-03
+4.500000e+00 1.000000e+00 1.000000e+00 2.753200e-02 1.659159e-03 1.659159e-03
+1.775000e+01 1.225000e+01 1.225000e+01 1.629400e-03 1.773555e-04 1.773555e-04
+END YODA_SCATTER2D_V2
+BEGIN YODA_SCATTER2D_V2 /REF/ATLAS_2017_I1598613/d20-x01-y01
+IsRef: 1
+Path: /REF/ATLAS_2017_I1598613/d20-x01-y01
+Title: doi:10.17182/hepdata.80234.v3/t20
+Type: Scatter2D
+---
+# xval xerr- xerr+ yval yerr- yerr+
+1.250000e-01 1.250000e-01 1.250000e-01 4.709700e-01 2.134000e-02 2.134000e-02
+3.750000e-01 1.250000e-01 1.250000e-01 1.926300e+00 7.873300e-02 7.873300e-02
+1.000000e+00 5.000000e-01 5.000000e-01 2.742800e+00 1.548400e-01 1.548400e-01
+2.500000e+00 1.000000e+00 1.000000e+00 1.122300e+00 1.204100e-01 1.204100e-01
+4.500000e+00 1.000000e+00 1.000000e+00 1.940900e+00 1.097800e-01 1.097800e-01
+1.775000e+01 1.225000e+01 1.225000e+01 8.835100e+00 1.642600e-01 1.642600e-01
+END YODA_SCATTER2D_V2
+BEGIN YODA_SCATTER2D_V2 /REF/ATLAS_2017_I1598613/d21-x01-y01
+IsRef: 1
+Path: /REF/ATLAS_2017_I1598613/d21-x01-y01
+Title: doi:10.17182/hepdata.80234.v3/t21
+Type: Scatter2D
+---
+# xval xerr- xerr+ yval yerr- yerr+
+END YODA_SCATTER2D_V2
+BEGIN YODA_SCATTER2D_V2 /REF/ATLAS_2017_I1598613/d21-x01-y02
+IsRef: 1
+Path: /REF/ATLAS_2017_I1598613/d21-x01-y02
+Title: doi:10.17182/hepdata.80234.v3/t21
+Type: Scatter2D
+---
+# xval xerr- xerr+ yval yerr- yerr+
+END YODA_SCATTER2D_V2
+BEGIN YODA_SCATTER2D_V2 /REF/ATLAS_2017_I1598613/d22-x01-y01
+IsRef: 1
+Path: /REF/ATLAS_2017_I1598613/d22-x01-y01
+Title: doi:10.17182/hepdata.80234.v3/t22
+Type: Scatter2D
+---
+# xval xerr- xerr+ yval yerr- yerr+
+5.000000e+00 5.000000e+00 5.000000e+00 2.338800e-02 4.375986e-04 4.375986e-04
+1.250000e+01 2.500000e+00 2.500000e+00 4.068300e-02 5.483918e-04 5.483918e-04
+1.750000e+01 2.500000e+00 2.500000e+00 3.033400e-02 4.100361e-04 4.100361e-04
+2.250000e+01 2.500000e+00 2.500000e+00 2.741400e-02 4.818470e-04 4.818470e-04
+3.250000e+01 7.500000e+00 7.500000e+00 1.367200e-02 2.719529e-04 2.719529e-04
+5.000000e+01 1.000000e+01 1.000000e+01 2.767300e-03 1.156432e-04 1.156432e-04
+1.050000e+02 4.500000e+01 4.500000e+01 1.503400e-04 2.069706e-05 2.069706e-05
+END YODA_SCATTER2D_V2
+BEGIN YODA_SCATTER2D_V2 /REF/ATLAS_2017_I1598613/d23-x01-y01
+IsRef: 1
+Path: /REF/ATLAS_2017_I1598613/d23-x01-y01
+Title: doi:10.17182/hepdata.80234.v3/t23
+Type: Scatter2D
+---
+# xval xerr- xerr+ yval yerr- yerr+
+5.000000e+00 5.000000e+00 5.000000e+00 3.939900e-01 2.571500e-02 2.571500e-02
+1.250000e+01 2.500000e+00 2.500000e+00 1.529900e+00 8.960400e-02 8.960400e-02
+1.750000e+01 2.500000e+00 2.500000e+00 1.484600e+00 2.165000e-02 2.165000e-02
+2.250000e+01 2.500000e+00 2.500000e+00 1.377400e+00 9.374400e-02 9.374400e-02
+3.250000e+01 7.500000e+00 7.500000e+00 2.007100e+00 8.947500e-02 8.947500e-02
+5.000000e+01 1.000000e+01 1.000000e+01 3.242100e+00 2.175100e-01 2.175100e-01
+1.050000e+02 4.500000e+01 4.500000e+01 5.194500e+00 6.054500e-01 6.054500e-01
+END YODA_SCATTER2D_V2
+BEGIN YODA_SCATTER2D_V2 /REF/ATLAS_2017_I1598613/d24-x01-y01
+IsRef: 1
+Path: /REF/ATLAS_2017_I1598613/d24-x01-y01
+Title: doi:10.17182/hepdata.80234.v3/t24
+Type: Scatter2D
+---
+# xval xerr- xerr+ yval yerr- yerr+
+END YODA_SCATTER2D_V2
+BEGIN YODA_SCATTER2D_V2 /REF/ATLAS_2017_I1598613/d24-x01-y02
+IsRef: 1
+Path: /REF/ATLAS_2017_I1598613/d24-x01-y02
+Title: doi:10.17182/hepdata.80234.v3/t24
+Type: Scatter2D
+---
+# xval xerr- xerr+ yval yerr- yerr+
+END YODA_SCATTER2D_V2
+BEGIN YODA_SCATTER2D_V2 /REF/ATLAS_2017_I1598613/d25-x01-y01
+IsRef: 1
+Path: /REF/ATLAS_2017_I1598613/d25-x01-y01
+Title: doi:10.17182/hepdata.80234.v3/t25
+Type: Scatter2D
+---
+# xval xerr- xerr+ yval yerr- yerr+
+5.500000e+00 2.500000e+00 2.500000e+00 1.696300e-02 1.392339e-03 1.392339e-03
+1.150000e+01 3.500000e+00 3.500000e+00 1.138500e-02 2.562761e-04 2.562761e-04
+1.850000e+01 3.500000e+00 3.500000e+00 1.503900e-02 3.252615e-04 3.252615e-04
+2.350000e+01 1.500000e+00 1.500000e+00 2.924500e-02 5.787149e-04 5.787149e-04
+3.000000e+01 5.000000e+00 5.000000e+00 2.755400e-02 4.116210e-04 4.116210e-04
+4.250000e+01 7.500000e+00 7.500000e+00 1.433800e-02 2.019490e-04 2.019490e-04
+6.250000e+01 1.250000e+01 1.250000e+01 4.418900e-03 1.204923e-04 1.204923e-04
+1.375000e+02 6.250000e+01 6.250000e+01 3.311400e-04 2.220800e-05 2.220800e-05
+END YODA_SCATTER2D_V2
+BEGIN YODA_SCATTER2D_V2 /REF/ATLAS_2017_I1598613/d26-x01-y01
+IsRef: 1
+Path: /REF/ATLAS_2017_I1598613/d26-x01-y01
+Title: doi:10.17182/hepdata.80234.v3/t26
+Type: Scatter2D
+---
+# xval xerr- xerr+ yval yerr- yerr+
+5.500000e+00 2.500000e+00 2.500000e+00 1.634300e+00 1.203900e-01 1.203900e-01
+1.150000e+01 3.500000e+00 3.500000e+00 9.677700e-01 2.710400e-02 2.710400e-02
+1.850000e+01 3.500000e+00 3.500000e+00 9.175200e-01 1.293200e-02 1.293200e-02
+2.350000e+01 1.500000e+00 1.500000e+00 8.037200e-01 8.624500e-03 8.624500e-03
+3.000000e+01 5.000000e+00 5.000000e+00 9.976000e-01 1.124800e-02 1.124800e-02
+4.250000e+01 7.500000e+00 7.500000e+00 1.362500e+00 1.627300e-02 1.627300e-02
+6.250000e+01 1.250000e+01 1.250000e+01 1.789800e+00 3.539300e-02 3.539300e-02
+1.375000e+02 6.250000e+01 6.250000e+01 2.478700e+00 1.881500e-01 1.881500e-01
+END YODA_SCATTER2D_V2
+BEGIN YODA_SCATTER2D_V2 /REF/ATLAS_2017_I1598613/d27-x01-y01
+IsRef: 1
+Path: /REF/ATLAS_2017_I1598613/d27-x01-y01
+Title: doi:10.17182/hepdata.80234.v3/t27
+Type: Scatter2D
+---
+# xval xerr- xerr+ yval yerr- yerr+
+END YODA_SCATTER2D_V2
+BEGIN YODA_SCATTER2D_V2 /REF/ATLAS_2017_I1598613/d27-x01-y02
+IsRef: 1
+Path: /REF/ATLAS_2017_I1598613/d27-x01-y02
+Title: doi:10.17182/hepdata.80234.v3/t27
+Type: Scatter2D
+---
+# xval xerr- xerr+ yval yerr- yerr+
+END YODA_SCATTER2D_V2
+BEGIN YODA_SCATTER2D_V2 /REF/ATLAS_2017_I1598613/d28-x01-y01
+IsRef: 1
+Path: /REF/ATLAS_2017_I1598613/d28-x01-y01
+Title: doi:10.17182/hepdata.80234.v3/t28
+Type: Scatter2D
+---
+# xval xerr- xerr+ yval yerr- yerr+
+5.000000e-02 5.000000e-02 5.000000e-02 9.904600e-01 2.002500e-02 2.002500e-02
+1.500000e-01 5.000000e-02 5.000000e-02 1.000100e+00 9.102700e-03 9.102700e-03
+3.000000e-01 1.000000e-01 1.000000e-01 9.982800e-01 1.204800e-02 1.204800e-02
+5.500000e-01 1.500000e-01 1.500000e-01 9.950200e-01 7.074100e-03 7.074100e-03
+9.500000e-01 2.500000e-01 2.500000e-01 9.874600e-01 1.244800e-02 1.244800e-02
+1.450000e+00 2.500000e-01 2.500000e-01 1.001300e+00 8.890900e-03 8.890900e-03
+2.100000e+00 4.000000e-01 4.000000e-01 1.098100e+00 1.464900e-02 1.464900e-02
+END YODA_SCATTER2D_V2
+BEGIN YODA_SCATTER2D_V2 /REF/ATLAS_2017_I1598613/d29-x01-y01
+IsRef: 1
+Path: /REF/ATLAS_2017_I1598613/d29-x01-y01
+Title: doi:10.17182/hepdata.80234.v3/t29
+Type: Scatter2D
+---
+# xval xerr- xerr+ yval yerr- yerr+
+5.000000e-02 5.000000e-02 5.000000e-02 6.678100e-01 1.928145e-02 1.928145e-02
+1.500000e-01 5.000000e-02 5.000000e-02 6.659800e-01 2.072468e-02 2.072468e-02
+3.000000e-01 1.000000e-01 1.000000e-01 6.656700e-01 1.397882e-02 1.397882e-02
+5.500000e-01 1.500000e-01 1.500000e-01 6.308400e-01 1.099154e-02 1.099154e-02
+9.500000e-01 2.500000e-01 2.500000e-01 5.431200e-01 6.386904e-03 6.386904e-03
+1.450000e+00 2.500000e-01 2.500000e-01 3.728600e-01 1.108239e-02 1.108239e-02
+2.100000e+00 4.000000e-01 4.000000e-01 1.078100e-01 4.368257e-03 4.368257e-03
+END YODA_SCATTER2D_V2
+BEGIN YODA_SCATTER2D_V2 /REF/ATLAS_2017_I1598613/d30-x01-y01
+IsRef: 1
+Path: /REF/ATLAS_2017_I1598613/d30-x01-y01
+Title: doi:10.17182/hepdata.80234.v3/t30
+Type: Scatter2D
+---
+# xval xerr- xerr+ yval yerr- yerr+
+END YODA_SCATTER2D_V2
+BEGIN YODA_SCATTER2D_V2 /REF/ATLAS_2017_I1598613/d30-x01-y02
+IsRef: 1
+Path: /REF/ATLAS_2017_I1598613/d30-x01-y02
+Title: doi:10.17182/hepdata.80234.v3/t30
+Type: Scatter2D
+---
+# xval xerr- xerr+ yval yerr- yerr+
+END YODA_SCATTER2D_V2

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