ana::Spectrum Class Reference

Representation of a spectrum in any variable, with associated POT. More...

#include "/cvmfs/nova.opensciencegrid.org/externals/cafanacore/v01.14/src/CAFAna/Core/Spectrum.h"

Inheritance diagram for ana::Spectrum:

Public Types
enum	ESparse { kDense, kSparse }

Public Member Functions
template<class T >
	Spectrum (SpectrumLoaderBase &loader, const _HistAxis< _Var< T >> &axis, const _Cut< T > &cut, const SystShifts &shift=kNoShift, const _Var< T > &wei=Unweighted< T >(), ESparse sparse=kDense)
	One constructor to rule them all. More...
template<class T >
	Spectrum (const std::string &label, const Binning &bins, SpectrumLoaderBase &loader, const _Var< T > &var, const _Cut< T > &cut, const SystShifts &shift=kNoShift, const _Var< T > &wei=Unweighted< T >(), ESparse sparse=kDense)
template<class T >
	Spectrum (SpectrumLoaderBase &loader, const _HistAxis< _MultiVar< T >> &axis, const _Cut< T > &cut, const SystShifts &shift=kNoShift, const _Var< T > &wei=Unweighted< T >())
	The only MultiVar variant available. More...
	Spectrum (Eigen::ArrayXd &&h, const LabelsAndBins &axis, double pot, double livetime)
	Makes a spectrum from an eigen array. More...
	Spectrum (Eigen::ArrayXstan &&h, const LabelsAndBins &axis, double pot, double livetime)
	Makes a spectrum from an eigen array of stan vars. More...
template<class T >
	Spectrum (SpectrumLoaderBase &loader, const _HistAxis< _Var< T >> &xAxis, const _HistAxis< _Var< T >> &yAxis, const _Cut< T > &cut, const SystShifts &shift=kNoShift, const _Var< T > &wei=Unweighted< T >(), ESparse sparse=kDense)
	2D Spectrum taking 2 HistAxis More...
template<class T >
	Spectrum (const std::string &xLabel, const std::string &yLabel, SpectrumLoaderBase &loader, const Binning &binsx, const _Var< T > &varx, const Binning &binsy, const _Var< T > &vary, const _Cut< T > &cut, const SystShifts &shift=kNoShift, const _Var< T > &wei=Unweighted< T >(), ESparse sparse=kDense)
	2D Spectrum of two Vars More...
template<class T >
	Spectrum (SpectrumLoaderBase &loader, const _HistAxis< _Var< T >> &xAxis, const _HistAxis< _Var< T >> &yAxis, const _HistAxis< _Var< T >> &zAxis, const _Cut< T > &cut, const SystShifts &shift=kNoShift, const _Var< T > &wei=Unweighted< T >(), ESparse sparse=kDense)
	3D Spectrum taking 3 HistAxis More...
template<class T >
	Spectrum (const std::string &xLabel, const std::string &yLabel, const std::string &zLabel, SpectrumLoaderBase &loader, const Binning &binsx, const _Var< T > &varx, const Binning &binsy, const _Var< T > &vary, const Binning &binsz, const _Var< T > &varz, const _Cut< T > &cut, const SystShifts &shift=kNoShift, const _Var< T > &wei=Unweighted< T >(), ESparse sparse=kDense)
	3D Spectrum of three Vars More...
	Spectrum (Hist &&hist, const LabelsAndBins &axis, double pot, double livetime)
	Expert constructor for ReweightableSpectrum et al. More...
virtual	~Spectrum ()
	Spectrum (const Spectrum &rhs)
	Spectrum (Spectrum &&rhs)
Spectrum &	operator= (const Spectrum &rhs)
Spectrum &	operator= (Spectrum &&rhs)
void	Fill (double x, double w=1)
TH1D *	ToTH1 (double exposure, Color_t col=kBlack, Style_t style=kSolid, EExposureType expotype=kPOT, EBinType bintype=kBinContent) const
	Histogram made from this Spectrum, scaled to some exposure. More...
TH1D *	ToTH1 (double exposure, EExposureType expotype, EBinType bintype=kBinContent) const
	Histogram made from this Spectrum, scaled to some exposure. More...
TH2 *	ToTH2 (double exposure, EExposureType expotype=kPOT, EBinType bintype=kBinContent) const
	Spectrum must be 2D to obtain TH2. More...
TH3 *	ToTH3 (double exposure, EExposureType expotype=kPOT, EBinType bintype=kBinContent) const
	Spectrum must be 3D to obtain TH3. More...
TH1 *	ToTHX (double exposure, EExposureType expotype=kPOT, EBinType bintype=kBinContent) const
bool	HasStan () const
const Eigen::ArrayXd &	GetEigen () const
	NB these don't have POT scaling. For expert high performance ops only! More...
const Eigen::ArrayXstan &	GetEigenStan () const
Eigen::ArrayXd	GetEigen (double exposure, EExposureType expotype=kPOT) const
Eigen::ArrayXstan	GetEigenStan (double exposure, EExposureType expotype=kPOT) const
double	Integral (double exposure, double *err=0, EExposureType expotype=kPOT) const
	Return total number of events scaled to pot. More...
double	Mean () const
	Return mean of 1D histogram. More...
Spectrum	MockData (double pot, int seed=0) const
	Mock data is FakeData with Poisson fluctuations applied. More...
Spectrum	AsimovData (double pot) const
	Asimov data is a MC spectrum scaled to the POT expected in the data. More...
Spectrum	AsimovData (double pot, double livetime) const
Spectrum	FakeData (double pot) const
	Synonymous with AsimovData(). Retained for compatibility. More...
Spectrum	FakeData (double pot, double livetime) const
	Synonymous with AsimovData(). Retained for compatibility. More...
double	POT () const
double	Livetime () const
	Seconds. For informational purposes only. No calculations use this. More...
void	OverridePOT (double newpot)
	DO NOT USE UNLESS YOU ARE 110% CERTAIN THERE ISN'T A BETTER WAY! More...
void	OverrideLivetime (double newlive)
	DO NOT USE UNLESS YOU ARE 110% CERTAIN THERE ISN'T A BETTER WAY! More...
void	Clear ()
void	Scale (double c)
	Multiply this spectrum by a constant c. More...
void	Scale (const stan::math::var &v)
Spectrum &	operator+= (const Spectrum &rhs)
Spectrum	operator+ (const Spectrum &rhs) const
Spectrum &	operator-= (const Spectrum &rhs)
Spectrum	operator- (const Spectrum &rhs) const
Spectrum &	operator*= (const Ratio &rhs)
Spectrum	operator* (const Ratio &rhs) const
Spectrum &	operator/= (const Ratio &rhs)
Spectrum	operator/ (const Ratio &rhs) const
void	SaveTo (TDirectory *dir, const std::string &name) const
unsigned int	NDimensions () const
const std::vector< std::string > &	GetLabels () const
const std::vector< Binning > &	GetBinnings () const

Static Public Member Functions
static Spectrum	Uninitialized ()
static std::unique_ptr< Spectrum >	LoadFrom (TDirectory *dir, const std::string &name)

Protected Member Functions
	Spectrum ()
	Constructor for Uninitialized() More...
	Spectrum (const LabelsAndBins &axis, ESparse sparse=kDense)
	Helper for constructors. More...
void	RemoveLoader (Spectrum **)
void	AddLoader (Spectrum **)
Spectrum &	PlusEqualsHelper (const Spectrum &rhs, int sign)
	Helper for operator+= and operator-=. More...

Protected Attributes
Hist	fHist
double	fPOT
double	fLivetime
std::set< Spectrum ** >	fReferences
	Things that point at this Spectrum. Maintained by SpectrumLoader. More...
LabelsAndBins	fAxis

Friends
class	SpectrumLoaderBase
class	SpectrumSink
class	SpectrumSinkBase< Spectrum >
class	Ratio

Detailed Description

Representation of a spectrum in any variable, with associated POT.

Definition at line 40 of file Spectrum.h.

Member Enumeration Documentation

enum ana::Spectrum::ESparse

Enumerator
kDense
kSparse

Definition at line 48 of file Spectrum.h.

{kDense, kSparse};

Constructor & Destructor Documentation

template<class T >

ana::Spectrum::Spectrum	(	SpectrumLoaderBase &	loader,
		const _HistAxis< _Var< T >> &	axis,
		const _Cut< T > &	cut,
		const SystShifts &	shift = kNoShift,
		const _Var< T > &	wei = Unweighted< T >(),
		ESparse	sparse = kDense
	)

One constructor to rule them all.

template<class T >

ana::Spectrum::Spectrum	(	const std::string &	label,
		const Binning &	bins,
		SpectrumLoaderBase &	loader,
		const _Var< T > &	var,
		const _Cut< T > &	cut,
		const SystShifts &	shift = kNoShift,
		const _Var< T > &	wei = Unweighted< T >(),
		ESparse	sparse = kDense
	)

template<class T >

ana::Spectrum::Spectrum	(	SpectrumLoaderBase &	loader,
		const _HistAxis< _MultiVar< T >> &	axis,
		const _Cut< T > &	cut,
		const SystShifts &	shift = kNoShift,
		const _Var< T > &	wei = Unweighted< T >()
	)

The only MultiVar variant available.

ana::Spectrum::Spectrum	(	Eigen::ArrayXd &&	h,
		const LabelsAndBins &	axis,
		double	pot,
		double	livetime
	)

Makes a spectrum from an eigen array.

Definition at line 38 of file Spectrum.cxx.

    : fHist(Hist::Adopt(std::move(h))), fPOT(pot), fLivetime(livetime), fAxis(axis)
  {
  }

ana::Spectrum::Spectrum	(	Eigen::ArrayXstan &&	h,
		const LabelsAndBins &	axis,
		double	pot,
		double	livetime
	)

Makes a spectrum from an eigen array of stan vars.

Definition at line 46 of file Spectrum.cxx.

    : fHist(Hist::AdoptStan(std::move(h))), fPOT(pot), fLivetime(livetime), fAxis(axis)
  {
  }

template<class T >

ana::Spectrum::Spectrum	(	SpectrumLoaderBase &	loader,
		const _HistAxis< _Var< T >> &	xAxis,
		const _HistAxis< _Var< T >> &	yAxis,
		const _Cut< T > &	cut,
		const SystShifts &	shift = kNoShift,
		const _Var< T > &	wei = Unweighted< T >(),
		ESparse	sparse = kDense
	)

2D Spectrum taking 2 HistAxis

template<class T >

ana::Spectrum::Spectrum	(	const std::string &	xLabel,
		const std::string &	yLabel,
		SpectrumLoaderBase &	loader,
		const Binning &	binsx,
		const _Var< T > &	varx,
		const Binning &	binsy,
		const _Var< T > &	vary,
		const _Cut< T > &	cut,
		const SystShifts &	shift = kNoShift,
		const _Var< T > &	wei = Unweighted< T >(),
		ESparse	sparse = kDense
	)

2D Spectrum of two Vars

template<class T >

ana::Spectrum::Spectrum	(	SpectrumLoaderBase &	loader,
		const _HistAxis< _Var< T >> &	xAxis,
		const _HistAxis< _Var< T >> &	yAxis,
		const _HistAxis< _Var< T >> &	zAxis,
		const _Cut< T > &	cut,
		const SystShifts &	shift = kNoShift,
		const _Var< T > &	wei = Unweighted< T >(),
		ESparse	sparse = kDense
	)

3D Spectrum taking 3 HistAxis

template<class T >

ana::Spectrum::Spectrum	(	const std::string &	xLabel,
		const std::string &	yLabel,
		const std::string &	zLabel,
		SpectrumLoaderBase &	loader,
		const Binning &	binsx,
		const _Var< T > &	varx,
		const Binning &	binsy,
		const _Var< T > &	vary,
		const Binning &	binsz,
		const _Var< T > &	varz,
		const _Cut< T > &	cut,
		const SystShifts &	shift = kNoShift,
		const _Var< T > &	wei = Unweighted< T >(),
		ESparse	sparse = kDense
	)

3D Spectrum of three Vars

ana::Spectrum::Spectrum ( Hist &&  hist, const LabelsAndBins &  axis, double  pot, double  livetime  )

inline

Expert constructor for ReweightableSpectrum et al.

Definition at line 135 of file Spectrum.h.

      : fHist(std::move(hist)), fPOT(pot), fLivetime(livetime), fAxis(axis)
    {
    }

ana::Spectrum::~Spectrum ( )

virtual

Definition at line 79 of file Spectrum.cxx.

References fReferences.

Referenced by Uninitialized().

  {
    // Unregister self from anything that might still want to fill us
    for(Spectrum** ref: fReferences) *ref = 0;
  }

ana::Spectrum::Spectrum

(

const Spectrum &

rhs

)

Definition at line 54 of file Spectrum.cxx.

References ana::assert(), and fReferences.

                                       :
    fHist(rhs.fHist),
    fPOT(rhs.fPOT),
    fLivetime(rhs.fLivetime),
    fAxis(rhs.fAxis)
  {
    assert(rhs.fReferences.empty()); // Copying with pending loads is unexpected
  }

ana::Spectrum::Spectrum

(

Spectrum &&

rhs

)

ana::Spectrum::Spectrum ( )

inlineprotected

Constructor for Uninitialized()

Definition at line 268 of file Spectrum.h.

References AddLoader(), kDense, PlusEqualsHelper(), RemoveLoader(), and canMan::sign().

Referenced by Uninitialized().

      : fHist(Hist::Uninitialized()),
        fPOT(0), fLivetime(0),
        fAxis(std::vector<std::string>(), std::vector<Binning>())
    {
    }

ana::Spectrum::Spectrum ( const LabelsAndBins &  axis, ESparse  sparse = kDense  )

protected

Helper for constructors.

Definition at line 24 of file Spectrum.cxx.

References fAxis, fHist, ana::LabelsAndBins::GetBins1D(), kSparse, ana::Binning::NBins(), ana::Hist::Zero(), and ana::Hist::ZeroSparse().

    : fHist(Hist::Uninitialized()), fPOT(0), fLivetime(0), fAxis(axis)
  {
    const Binning bins1D = fAxis.GetBins1D();

    if(sparse == kSparse){
      fHist = Hist::ZeroSparse(bins1D.NBins());
    }
    else{
      fHist = Hist::Zero(bins1D.NBins());
    }
  }

Member Function Documentation

void ana::Spectrum::AddLoader ( Spectrum **  ref )

protected

Definition at line 374 of file Spectrum.cxx.

References fReferences.

Referenced by Spectrum().

  {
    fReferences.insert(ref);
  }

Spectrum ana::Spectrum::AsimovData

(

double

pot

)

const

Asimov data is a MC spectrum scaled to the POT expected in the data.

Use for sensitivity plots and testing fit convergence

Definition at line 319 of file Spectrum.cxx.

References fHist, fPOT, pot, ana::Hist::ResetErrors(), runNovaSAM::ret, and ana::Hist::Scale().

Referenced by FakeData(), GetEigenStan(), and MakeFakeData().

  {
    Spectrum ret = *this;
    if(fPOT > 0) ret.fHist.Scale(pot/fPOT);
    ret.fPOT = pot;

    // Drop old errors, which are based on the MC statistics, and create new
    // ones that are based on the prediction for the data
    ret.fHist.ResetErrors();

    return ret;
  }

Spectrum ana::Spectrum::AsimovData	(	double	pot,
		double	livetime
	)		const

Use for sensitivity plots when fake cosmic data is needed. Fake cosmic spectra can be added to FakeData by desired livetime.

Definition at line 333 of file Spectrum.cxx.

References fHist, fLivetime, fPOT, livetime, pot, ana::Hist::ResetErrors(), runNovaSAM::ret, and ana::Hist::Scale().

  {
    Spectrum ret = *this;

    if(fPOT > 0) ret.fHist.Scale(pot/fPOT);
    ret.fPOT = pot;

    // overwrite livetime for fake data
    // PlusEqualsHelper will take over the rest
    ret.fLivetime = livetime;

    ret.fHist.ResetErrors();

    return ret;
  }

void ana::Spectrum::Clear

(

void

)

Definition at line 362 of file Spectrum.cxx.

References fHist, and ana::Hist::Reset().

Referenced by ana::PredictionExtrap::_PredictComponent(), ana::PredictionExtrapSum::_PredictComponent(), ana::PredictionExtendToPeripheral::_PredictComponent(), ana::PredictionInterp::_PredictComponentSyst(), ana::PredictionExtrapSum::ComponentNC(), ana::PredictionExtrapSum::ComponentNCAnti(), ana::PredictionExtrapSum::ComponentNCTotal(), GetNueCosmics2018(), GetNueCosmics2019(), GetNueCosmicsFuture(), ana::PredictionInterp::InitFits(), make_plots(), OverrideLivetime(), plot_nueFD_Signal_REWvsNOM_pTExtrap_FHC(), plot_nueFD_Signal_REWvsNOM_pTExtrap_RHC(), ana::PlotSpectra(), PlotStack(), ana::PredictionSterile::PredictComponent(), ana::FDPredictionSterile::PredictComponent(), ana::NDPredictionSterile::PredictComponent(), ana::PredictionNoOsc::PredictComponent(), ana::NDPredictionNoOsc::PredictComponent(), and ana::PredictionAddRock::RockComponent().

  {
    fHist.Reset();
  }

Spectrum ana::Spectrum::FakeData

(

double

pot

)

const

Synonymous with AsimovData(). Retained for compatibility.

Definition at line 350 of file Spectrum.cxx.

References AsimovData().

Referenced by BlessedPlotsLoad(), cc(), demo_CPT(), ana::FDPredictionSterile::FakeData(), ana::NDPredictionSterile::FakeData(), ana::NDPredictionNoOsc::FakeData(), futureSig_reach_singlePOTcombo_syst(), GenerateFutureData(), ana2019::fakedata::Get2019Prediction(), getContProf_Sensitivity(), GetEigenStan(), GetFakeData(), getSensitivity(), make_plots(), MakeExtrapSurface(), MakeFakeData(), MakeNusPrediction(), makeSystTable(), makeSystTable_reduced(), MichelDecompTest(), MockData(), NDDataMCSystBandAna(), numu_sig_nonmax(), PlotNus17Prediction(), plots(), saveContours_addExpt(), saveContours_complete(), saveContours_oscpar(), saveContours_simple(), saveContours_systs(), SaveSpectrum(), starPlot(), syst_test(), template_basic(), template_GENIE_systs(), template_nonGENIE_systs(), test_ana(), test_stanfit_statsonly(), test_stanfit_systpulls(), test_stanfit_withsysts(), and ana::UnfoldIterative::Truth().

  {
    return AsimovData(pot);
  }

Spectrum ana::Spectrum::FakeData	(	double	pot,
		double	livetime
	)		const

Synonymous with AsimovData(). Retained for compatibility.

Definition at line 356 of file Spectrum.cxx.

References AsimovData().

  {
    return AsimovData(pot, livetime);
  }

void ana::Spectrum::Fill	(	double	x,
		double	w = 1
	)

Definition at line 294 of file Spectrum.cxx.

References fAxis, fHist, ana::Hist::Fill(), ana::LabelsAndBins::GetBins1D(), w, and submit_syst::x.

Referenced by ana::SpectrumSink::HandleRecord(), ana::MultiVarSpectrumSink::HandleRecord(), ana::ReweightableSpectrumSink::HandleRecord(), and Uninitialized().

  {
    fHist.Fill(fAxis.GetBins1D(), x, w);
    // TODO Pull binning out of Hist entirely and just update an index?
  }

const std::vector<Binning>& ana::Spectrum::GetBinnings ( ) const

inline

Definition at line 264 of file Spectrum.h.

References fAxis, and ana::LabelsAndBins::GetBinnings().

Referenced by ana::FitInAnaBinsBkgdEstimator::Background(), ana::NumuCC2p2hBkgdEstimator::Background(), ana::TwoSampleDecomp::Decomp(), ana::PredictionExtendToPeripheral::ExtendRecoWeight(), ana::PredictionExtendToPeripheral::ExtendRecoWeightOscillatable(), ana::ModularExtrapComponent::FormSmartRatio(), ana::SpectrumComponents::GetBinnings(), ana::nueccinc::NueCCIncCrossSectionAnalysis::getTemplateShapeOnly1D(), ana::nueccinc::NueCCIncCrossSectionAnalysis::getTemplateShapeOnly3D(), ana::NumuCCIncAnalysis::LoadFrom(), ana::FluxDecomp::NueEstimate(), ana::BENDecomp::NueEstimate(), ana::FluxDecomp::NueEstimateFromKa(), ana::FluxDecomp::NueEstimateFromPi(), ana::BENDecomp::NueEstimateFromPi(), ana::covmx::CovarianceMatrix::Predict(), ana::PredictionCombinePeriods::PredictComponentSyst(), ana::PredictionExtendToPeripheral::ReduceHelperNC(), SaveTo(), ana::PredictionInterp::ShiftSpectrum(), ToTH2(), ToTH3(), ana::UnfoldSVD::Truth(), and ana::UnfoldTikhonov::Truth().

{return fAxis.GetBinnings();}

const Eigen::ArrayXd& ana::Spectrum::GetEigen ( ) const

inline

NB these don't have POT scaling. For expert high performance ops only!

Definition at line 189 of file Spectrum.h.

References fHist, and ana::Hist::GetEigen().

Referenced by ana::FitInAnaBinsBkgdEstimator::Background(), ana::SingleSampleExperiment::ChiSq(), ana::CovMxExperiment::ChiSq(), ana::FluxMultiverseSyst::FindSigmaBoundaries(), ana::ModularExtrapComponent::FormSmartRatio(), GetEigenStan(), ana::SingleSampleExperiment::LogLikelihood(), ana::MichelDecomp::MCToDCMPComp(), ana::PredictionExtendToPeripheral::MergePeripheral(), ana::FluxDecomp::NueEstimate(), ana::BENDecomp::NueEstimate(), ana::SingleSampleExperiment::PredHistIncCosmics(), ana::PredictionCombinePeriods::PredictComponentSyst(), ana::PredictionExtendToPeripheral::ReduceHelperNC(), ana::PredictionInterp::ShiftSpectrum(), and ana::SingleSampleExperiment::SingleSampleExperiment().

{return fHist.GetEigen();}

Eigen::ArrayXd ana::Spectrum::GetEigen	(	double	exposure,
		EExposureType	expotype = kPOT
	)		const

Definition at line 220 of file Spectrum.cxx.

References fHist, fLivetime, fPOT, ana::Hist::GetEigen(), and ana::kPOT.

  {
    if(expotype == kPOT)
      return (exposure/fPOT) * fHist.GetEigen();
    else
      return (exposure/fLivetime) * fHist.GetEigen();
  }

const Eigen::ArrayXstan& ana::Spectrum::GetEigenStan ( ) const

inline

Definition at line 190 of file Spectrum.h.

References AsimovData(), FakeData(), fHist, GetEigen(), ana::Hist::GetEigenStan(), Integral(), ana::kPOT, Mean(), MockData(), and seed.

Referenced by ana::SingleSampleExperiment::PredHistIncCosmics(), and ana::PredictionInterp::ShiftSpectrum().

{return fHist.GetEigenStan();}

Eigen::ArrayXstan ana::Spectrum::GetEigenStan	(	double	exposure,
		EExposureType	expotype = kPOT
	)		const

Definition at line 229 of file Spectrum.cxx.

References fHist, fLivetime, fPOT, ana::Hist::GetEigenStan(), and ana::kPOT.

  {
    if(expotype == kPOT)
      return (exposure/fPOT) * fHist.GetEigenStan();
    else
      return (exposure/fLivetime) * fHist.GetEigenStan();
  }

const std::vector<std::string>& ana::Spectrum::GetLabels ( ) const

inline

Definition at line 263 of file Spectrum.h.

References fAxis, and ana::LabelsAndBins::GetLabels().

Referenced by ana::FitInAnaBinsBkgdEstimator::Background(), ana::NumuCC2p2hBkgdEstimator::Background(), ana::TwoSampleDecomp::Decomp(), ana::PredictionExtendToPeripheral::ExtendRecoWeight(), ana::PredictionExtendToPeripheral::ExtendRecoWeightOscillatable(), ana::ModularExtrapComponent::FormSmartRatio(), ana::SpectrumComponents::GetLabels(), ana::nueccinc::NueCCIncCrossSectionAnalysis::getTemplateShapeOnly1D(), ana::nueccinc::NueCCIncCrossSectionAnalysis::getTemplateShapeOnly3D(), ana::PredictionExtendToPeripheral::MergePeripheral(), ana::FluxDecomp::NueEstimate(), ana::BENDecomp::NueEstimate(), ana::FluxDecomp::NueEstimateFromKa(), ana::FluxDecomp::NueEstimateFromPi(), ana::BENDecomp::NueEstimateFromPi(), ana::CutOptimization::OptimizedSigmaOverSigma(), ana::PredictionCombinePeriods::PredictComponentSyst(), ana::PredictionExtendToPeripheral::ReduceHelperNC(), SaveTo(), ana::PredictionInterp::ShiftSpectrum(), ToTH2(), ToTH3(), ana::UnfoldSVD::Truth(), and ana::UnfoldTikhonov::Truth().

{return fAxis.GetLabels();}

bool ana::Spectrum::HasStan ( ) const

inline

Definition at line 187 of file Spectrum.h.

References fHist, and ana::Hist::HasStan().

Referenced by ana::SingleSampleExperiment::PredHistIncCosmics(), and ana::PredictionInterp::ShiftSpectrum().

{return fHist.HasStan();}

double ana::Spectrum::Integral	(	double	exposure,
		double *	err = 0,
		EExposureType	expotype = kPOT
	)		const

Return total number of events scaled to pot.

Parameters

exposure	POT/livetime to scale to
err	The statistical error on this total (optional)
expotype	What the first parameter represents

Definition at line 250 of file Spectrum.cxx.

References fHist, fLivetime, fPOT, ana::Hist::GetBinError(), ana::Hist::GetNbinsX(), MECModelEnuComparisons::i, ana::Hist::Integral(), ana::kPOT, PandAna.reco_validation.prod5_pid_validation::ratio(), util::sqr(), and std::sqrt().

Referenced by BicountEllipse_dCP(), ana::CountingExperiment::ChiSq(), ComputeEfficiency(), ana::DataMCAreaNormalizedRatio(), demo_flat(), ana::SpectrumComponents::DrawLegend(), ana::DataMCPair::DrawMCNormSyst(), DataMCPair::DrawMCNormSyst(), FCContour(), ana::FluxMultiverseSyst::FindSigmaBoundaries(), FitParamEffectsAna(), FitSystEffectsAna(), GetEigenStan(), getHists_FNEX(), GetNueCosmics2017(), GetNueCosmics2018(), GetNueCosmics2019(), ana::GetNueCosmics2020(), GetNueCosmicsFuture(), GetNueData2017(), GetNueData2018(), GetNueData2019(), ana::GetNueData2020(), GetNuePrediction2017(), GetNuePrediction2018(), GetNuePrediction2019(), ana::GetNuePrediction2020(), GetNuePredictionFuture(), ana::GetNumuCosmics2020(), ana::GetNumuData2020(), ana::nueccinc::NueCCIncCrossSectionAnalysis::getTemplateShapeOnly1D(), ana::nueccinc::NueCCIncCrossSectionAnalysis::getTemplateShapeOnly3D(), Integral(), joint_fit_2017_make_fc_slice(), joint_fit_2017_make_fc_surf(), make_fc_mass_and_oct_nersc_2018(), make_fc_mass_and_oct_nersc_2019(), make_fc_mh_nersc_2018(), make_fc_mh_nersc_2019(), make_fc_oct_nersc_2018(), make_fc_oct_nersc_2019(), make_fc_slices_nersc_2018(), make_fc_slices_nersc_2018_stats(), make_fc_slices_nersc_2019(), make_fc_surfaces_nersc_2018(), make_fc_surfaces_nersc_2018_stats(), make_fc_surfaces_nersc_2019(), make_nominal_xs(), make_xs(), MakeHBar(), MakeTable(), MCCompPredictionTable(), ana::GenieMultiverseNormalizedSpectra::NormalizeSpectra(), PeripheralCuts(), ana::PlotWithAreaSystErrorBand(), predEventCountWithSystError(), SpectrumParamEffectsAna(), and ana::UnfoldSVD::Truth().

  {
    const double ratio = (expotype == kPOT) ? exposure/fPOT : exposure/fLivetime;

    if(err){
      *err = 0;

      for(int i = 0; i < fHist.GetNbinsX()+2; ++i){
        *err += util::sqr(fHist.GetBinError(i));
      }
      *err = sqrt(*err) * ratio;
    }

    return fHist.Integral() * ratio;
  }

double ana::Spectrum::Livetime ( ) const

inline

Seconds. For informational purposes only. No calculations use this.

Definition at line 230 of file Spectrum.h.

References fLivetime.

Referenced by ApplyOscillations(), ana::FitInAnaBinsBkgdEstimator::Background(), ana::NumuCC2p2hBkgdEstimator::Background(), BlessedPlotsLoad(), CalcRWithSystsNus17(), Cumulative(), ana::TwoSampleDecomp::Decomp(), FCContour(), fd_plot(), FitParamEffectsAna(), FitSystEffectsAna(), getBNBPlots(), GetFluxError(), getHists_FNEX(), ana::Multiverse::GetNSigmaShift(), GetNueCosmics2017(), GetNueCosmics2018(), GetNueCosmics2019(), ana::GetNueCosmics2020(), GetNueCosmicsFuture(), GetNueData2017(), GetNueData2018(), GetNueData2019(), ana::GetNueData2020(), ana::GetNumuCosmics2020(), ana::GetNumuData2020(), ana::PredictionInterp::InitFits(), make_fc_nus_surfs_nersc_2018(), make_fc_nus_surfs_nersc_2019(), make_nus17_fc_surfs(), make_nus_fc_surfs(), make_xs(), make_xs_1D(), MakeExtrapSurface(), MakeHBar(), makeMatrixElementSurface(), MakeNusPrediction(), ana::MichelDecomp::MCToDCMPComp(), ana::PredictionExtendToPeripheral::MergePeripheral(), mrbrem_get_reweighted_spectra(), mrbrem_plots(), PlotNus17Prediction(), PlotNus17PredSystsData(), PlotNus18Sideband(), PlotNusSensAna01(), ana::PlotSpectra(), PlotSysts(), ana::SingleSampleExperiment::PredHistIncCosmics(), ana::PredictionExtendToPeripheral::ReduceHelperNC(), selection_story_plots(), ShiftedCosmics(), ana::PredictionInterp::ShiftSpectrum(), ana::SingleSampleExperiment::SingleSampleExperiment(), timingPeak(), ana::UnfoldSVD::Truth(), and ana::UnfoldTikhonov::Truth().

{return fLivetime;}

std::unique_ptr< Spectrum > ana::Spectrum::LoadFrom ( TDirectory *  dir, const std::string &  name  )

static

Definition at line 536 of file Spectrum.cxx.

References ana::assert(), ana::bins, dir, genie::utils::style::Format(), ana::Hist::FromDirectory(), MECModelEnuComparisons::i, label, PandAna.Demos.pi0_spectra::labels, ana::Binning::LoadFrom(), runNovaSAM::ret, string, cvnie::subdir, and getGoodRuns4SAM::tag.

Referenced by Analyse_GetEfficiency(), Analyse_GetEfficiency_UseNEntries(), bdtstudyplotter(), BlessedPlotsAnaByPeriod(), CalcRWithSysts(), calculateComponentsNumu(), calculateWrongSignNue(), calculateWrongSignNumuQ1(), calculateWrongSignNumuQ2(), calculateWrongSignNumuQ3(), calculateWrongSignNumuQ4(), CalculateXSec(), ana::CompareNDDataMC(), ana::CompareNDDataOneMC(), ana::CompareNDDataTwoMC(), CutTableAna(), CVNphotonHist(), CVNphotonSplitHist(), demo2p5b(), DoThePlots(), doUnfolding(), EHadVisMECpairs(), example_plot(), FDDataMC(), FDDataMCSystBandAna(), FidOptHist(), FillFlavorContainers(), FitParamEffectsAna(), FitSystEffectsAna(), FOMCalc(), GeniePredictionToRoot(), get_data_histogram(), get_numu_data_histogram(), GetCosmics(), Plotter::GetDataPlots(), GetHist(), getHists_FNEX(), GetHistVectors(), Plotter::GetMCPlots(), ana::GetNDComponents(), ana::GetNDMCComponents(), ana::GetNumuCosmics2020(), GetNumuCosmicsFuture(), GetNumuData2017(), GetNumuData2018(), GetNumuData2019(), GetSpectToHist(), ana::InteractionSpectra::InteractionSpectra(), Load1DHistFromSpec(), LoadCosmic(), LoadFakeData(), ana::CountingExperiment::LoadFrom(), jw::TrivialPrediction::LoadFrom(), ana::CheatDecomp::LoadFrom(), ana::FluxReweight::LoadFrom(), ana::NCDecomp::LoadFrom(), ana::NueDecomp::LoadFrom(), ana::SingleSampleExperiment::LoadFrom(), ana::NumuDecomp::LoadFrom(), ana::CrossSectionSpectra::LoadFrom(), ana::TrivialPrediction::LoadFrom(), ana::ProportionalDecomp::LoadFrom(), ana::CutOptimization::LoadFrom(), ana::FakeDecomp::LoadFrom(), ana::TrivialExtrap::LoadFrom(), ana::TrivialCrossSectionAnalysis::LoadFrom(), ana::Multiverse::LoadFrom(), ana::TwoSampleDecomp::LoadFrom(), ana::SpectrumComponents::LoadFrom(), ana::FluxDecomp::LoadFrom(), ana::ModularExtrapSterile::LoadFrom(), ana::BENDecomp::LoadFrom(), ana::DataMCPair::LoadFrom(), ana::RecoReweight::LoadFrom(), ana::LoadFromUpDownSpectra(), LoadMaps(), make_dataMC(), make_eff_plots_areaNorm(), make_estimate_energy(), make_muonid_opt(), make_nominal_xs(), Make_NuMuCC_Inc_XS(), Make_NuMuCC_Inc_XS_v2(), make_vertex_optimiz(), MakeCutFlow(), makeEnergyEstimator(), makeFlatWeight(), MakePlots(), makeResolutionPlots(), MakeSurface(), MakeSurfaceBinningStudy(), MakeThePlots(), makeXSecPlots1D(), makeXSecPlots2D(), makeXSecPlots_TemplateFit(), meanWeight_plot(), mec_nux_tester_2020(), mec_tuning_fitter_2020(), MRDiFStudy_FHC_Step2(), MRDiFStudy_RHC_Step2(), multiverse_efficiency_plot(), MuonCatcherComp_ProdPlots(), nc_bkgd_by_interaction_mode(), NDDataMC(), NDDataMCSystBandAna(), nue_data_mc_validation(), nue_decomp_scales(), nue_fd_mc_validation(), numu_data_mc_validation(), OverrideLivetime(), plot_DataMCComp_numu(), plot_eff_purity(), plot_energy_res(), plot_estimate_energy(), plot_ND_DataMC(), plot_ND_DataMC_energybinning(), plot_nd_spectra_2018(), plot_recoE_numu(), plot_spectra_2dplots(), plot_uncertainty(), plotBinningResolution(), plotHist_SpectrumCVNID(), PlotResolution(), Plotsidebandfittest(), Plotting_Data2DataComp(), Plotting_Data2DataComp_SingleCanvas(), Plotting_DataAndPrediction(), Plotting_DataSpectra_MakeTGraph(), Plotting_OverlayStudies(), ppfx_smooth_weights_make(), preselection_cutflow(), ProduceCompPlots(), ReMIdHist(), resolutionplotter(), ana::ResolutionScan::ResolutionScan(), ShwZOptHist(), Spec2DToHist(), Spec2DtoHist(), SpecToHist(), SpectrumParamEffectsAna(), ana::TrivialPrediction::TrivialPrediction(), twodvtxcontplotter(), Unfold1D(), Unfold3D(), vertexstudyploter(), xsec_tot_uncert_optimization(), and xsec_uncertainty_per_bin().

  {
    dir = dir->GetDirectory(name.c_str()); // switch to subdir
    assert(dir);

    DontAddDirectory guard;

    TObjString* tag = (TObjString*)dir->Get("type");
    assert(tag);
    assert(tag->GetString() == "Spectrum");
    delete tag;

    TH1* hPot = (TH1*)dir->Get("pot");
    assert(hPot);
    TH1* hLivetime = (TH1*)dir->Get("livetime");
    assert(hLivetime);

    std::vector<std::string> labels;
    std::vector<Binning> bins;
    for(int i = 0; ; ++i){
      const std::string subname = TString::Format("bins%d", i).Data();
      TDirectory* subdir = dir->GetDirectory(subname.c_str());
      if(!subdir) break;
      delete subdir;
      bins.push_back(*Binning::LoadFrom(dir, subname));
      TObjString* label = (TObjString*)dir->Get(TString::Format("label%d", i));
      labels.push_back(label ? label->GetString().Data() : "");
      delete label;
    }

    std::unique_ptr<Spectrum> ret = std::make_unique<Spectrum>(Eigen::ArrayXd(), LabelsAndBins(labels, bins), hPot->GetBinContent(1), hLivetime->GetBinContent(1));
    ret->fHist = Hist::FromDirectory(dir);

    delete hPot;
    delete hLivetime;

    delete dir;

    return ret;
  }

double ana::Spectrum::Mean

(

)

const

Return mean of 1D histogram.

Definition at line 268 of file Spectrum.cxx.

References ana::bins, om::cout, ana::Binning::Edges(), allTimeWatchdog::endl, fAxis, fHist, ana::Hist::GetBinContent(), ana::LabelsAndBins::GetBins1D(), MECModelEnuComparisons::i, extractScale::mean, ana::Binning::NBins(), w, W, and x1.

Referenced by ana::DataMCPair::CreateSystTable(), and GetEigenStan().

  {
    const Binning bins = fAxis.GetBins1D();

    if(fHist.GetBinContent(0) != 0){
      std::cout << "Spectrum::Mean(): Warning ignoring underflow bin content " << fHist.GetBinContent(0) << std::endl;
    }

    if(fHist.GetBinContent(bins.NBins()+1) != 0){
      std::cout << "Spectrum::Mean(): Warning ignoring overflow bin content " << fHist.GetBinContent(bins.NBins()+1) << std::endl;
    }

    double mean = 0;
    double W = 0;
    for(int i = 1; i <= bins.NBins(); ++i){
      const double w = fHist.GetBinContent(i);
      W += w;
      const double x0 = bins.Edges()[i-1];
      const double x1 = bins.Edges()[i];
      mean += w * (x0+x1)/2;
    }

    return mean/W;
  }

Spectrum ana::Spectrum::MockData	(	double	pot,
		int	seed = 0
	)		const

Mock data is FakeData with Poisson fluctuations applied.

Use for low-budget MDCs, or just getting a sense of the expected scale of statistical variation. NB seed = 0 is true random

Definition at line 301 of file Spectrum.cxx.

References FakeData(), fHist, ana::Hist::GetBinContent(), ana::Hist::GetNbinsX(), MECModelEnuComparisons::i, ana::Hist::ResetErrors(), runNovaSAM::ret, generate_hists::rnd, and ana::Hist::SetBinContent().

Referenced by demo4(), demo5(), FCTutorial2020(), fd_plot(), fill_col(), GenerateFutureData(), ana2019::fakedata::Get2019Prediction(), GetEigenStan(), GetMockData(), joint_fit_2017_make_fc_slice(), joint_fit_2017_make_fc_surf(), make_fc_mass_and_oct_nersc_2018(), make_fc_mass_and_oct_nersc_2019(), make_fc_mh_nersc_2018(), make_fc_mh_nersc_2019(), make_fc_nus_surfs_nersc_2018(), make_fc_nus_surfs_nersc_2019(), make_fc_oct_nersc_2018(), make_fc_oct_nersc_2019(), make_fc_slices_nersc_2018(), make_fc_slices_nersc_2018_stats(), make_fc_slices_nersc_2019(), make_fc_surfaces_2020_validation(), make_fc_surfaces_nersc_2018(), make_fc_surfaces_nersc_2018_stats(), make_fc_surfaces_nersc_2019(), make_mockdata_syst_contours(), make_nus17_fc_surfs(), make_nus_fc_surfs(), MakeFakeData(), selection_story_plots(), syst_plot_test(), and test_saloaders().

  {
    Spectrum ret = FakeData(pot);

    TRandom3 rnd(seed); // zero seeds randomly

    for(int i = 0; i < ret.fHist.GetNbinsX()+2; ++i){
      ret.fHist.SetBinContent(i, rnd.Poisson(ret.fHist.GetBinContent(i)));
    }

    // Drop old errors, which are based on the MC statistics, and create new
    // ones that are based on the prediction for the data
    ret.fHist.ResetErrors();

    return ret;
  }

unsigned int ana::Spectrum::NDimensions ( ) const

inline

Definition at line 262 of file Spectrum.h.

References fAxis, and ana::LabelsAndBins::NDimensions().

Referenced by ana::SpectrumComponents::NDimensions(), ana::CutOptimization::OptimizedSigmaOverSigma(), SaveTo(), ana::Multiverse::ToHist(), ana::CutOptimization::ToHist(), ToTH2(), ToTH3(), and ToTHX().

{return fAxis.NDimensions();}

Spectrum ana::Spectrum::operator*

(

const Ratio &

rhs

)

const

Definition at line 484 of file Spectrum.cxx.

References runNovaSAM::ret.

Referenced by OverrideLivetime().

  {
    Spectrum ret = *this;
    ret *= rhs;
    return ret;
  }

Spectrum & ana::Spectrum::operator*=

(

const Ratio &

rhs

)

Definition at line 477 of file Spectrum.cxx.

References ana::Ratio::fHist, fHist, and ana::Hist::Multiply().

Referenced by OverrideLivetime().

  {
    fHist.Multiply(rhs.fHist);
    return *this;
  }

Spectrum ana::Spectrum::operator+

(

const Spectrum &

rhs

)

const

Definition at line 455 of file Spectrum.cxx.

References runNovaSAM::ret.

Referenced by OverrideLivetime().

  {
    Spectrum ret = *this;
    ret += rhs;
    return ret;
  }

Spectrum & ana::Spectrum::operator+=

(

const Spectrum &

rhs

)

Definition at line 449 of file Spectrum.cxx.

References PlusEqualsHelper().

Referenced by OverrideLivetime().

  {
    return PlusEqualsHelper(rhs, +1);
  }

Spectrum ana::Spectrum::operator-

(

const Spectrum &

rhs

)

const

Definition at line 469 of file Spectrum.cxx.

References runNovaSAM::ret.

Referenced by OverrideLivetime().

  {
    Spectrum ret = *this;
    ret -= rhs;
    return ret;
  }

Spectrum & ana::Spectrum::operator-=

(

const Spectrum &

rhs

)

Definition at line 463 of file Spectrum.cxx.

References PlusEqualsHelper().

Referenced by OverrideLivetime().

  {
    return PlusEqualsHelper(rhs, -1);
  }

Spectrum ana::Spectrum::operator/

(

const Ratio &

rhs

)

const

Definition at line 499 of file Spectrum.cxx.

References runNovaSAM::ret.

Referenced by OverrideLivetime().

  {
    Spectrum ret = *this;
    ret /= rhs;
    return ret;
  }

Spectrum & ana::Spectrum::operator/=

(

const Ratio &

rhs

)

Definition at line 492 of file Spectrum.cxx.

References ana::Hist::Divide(), ana::Ratio::fHist, and fHist.

Referenced by OverrideLivetime().

  {
    fHist.Divide(rhs.fHist);
    return *this;
  }

Spectrum & ana::Spectrum::operator=

(

const Spectrum &

rhs

)

Definition at line 64 of file Spectrum.cxx.

References ana::assert(), fAxis, fHist, fLivetime, fPOT, and fReferences.

Referenced by Uninitialized().

  {
    if(this == &rhs) return *this;

    fHist = rhs.fHist;
    fPOT = rhs.fPOT;
    fLivetime = rhs.fLivetime;
    fAxis = rhs.fAxis;

    assert(fReferences.empty()); // Copying with pending loads is unexpected

    return *this;
  }

Spectrum& ana::Spectrum::operator=

(

Spectrum &&

rhs

)

void ana::Spectrum::OverrideLivetime ( double  newlive )

inline

DO NOT USE UNLESS YOU ARE 110% CERTAIN THERE ISN'T A BETTER WAY!

Definition at line 236 of file Spectrum.h.

References plot_validation_datamc::c, Clear(), dir, fLivetime, LoadFrom(), operator*(), operator*=(), operator+(), operator+=(), operator-(), operator-=(), operator/(), operator/=(), SaveTo(), Scale(), string, and registry_explorer::v.

Referenced by getBNBPlots(), make_fc_nus_surfs_nersc_2019(), MakeFakeData(), MakeSurface(), MakeSurfaceBinningStudy(), SaveSpectrum(), and timingPeak().

{fLivetime = newlive;}

void ana::Spectrum::OverridePOT ( double  newpot )

inline

DO NOT USE UNLESS YOU ARE 110% CERTAIN THERE ISN'T A BETTER WAY!

Definition at line 233 of file Spectrum.h.

References fPOT.

Referenced by BlessedPlotsLoad(), ana::DataMCAreaNormalizedRatio(), ana::DataMCPair::DrawMCNormSyst(), DataMCPair::DrawMCNormSyst(), ana::FluxMultiverseSyst::FindSigmaBoundaries(), ana2019::fakedata::Get2019Prediction(), ana::nueccinc::NueCCIncCrossSectionAnalysis::getTemplateShapeOnly1D(), ana::nueccinc::NueCCIncCrossSectionAnalysis::getTemplateShapeOnly3D(), make_fc_nus_surfs_nersc_2018(), make_fc_nus_surfs_nersc_2019(), MakeExtrapSurface(), MakeHBar(), MakeNusPrediction(), PlotNus17Prediction(), ana::PlotSpectra(), PlotStack(), PlotSysts(), and SpectrumParamEffectsAna().

{fPOT = newpot;}

Spectrum & ana::Spectrum::PlusEqualsHelper ( const Spectrum &  rhs, int  sign  )

protected

Helper for operator+= and operator-=.

Definition at line 380 of file Spectrum.cxx.

References ana::Hist::Add(), ana::AlmostEqual(), om::cout, allTimeWatchdog::endl, fHist, fLivetime, fPOT, ana::Hist::Initialized(), and ana::Hist::Integral().

Referenced by operator+=(), operator-=(), and Spectrum().

  {
    // In this case it would be OK to have no POT/livetime
    if(rhs.fHist.Initialized() && rhs.fHist.Integral() == 0) return *this;

    if((!fPOT && !fLivetime) || (!rhs.fPOT && !rhs.fLivetime)){
      std::cout << "Error: can't sum Spectrum with no POT or livetime: "
                << fPOT << " " << rhs.fPOT << " " << fLivetime << " " << rhs.fLivetime
                << std::endl;
      abort();
    }

    if(!fLivetime && !rhs.fPOT){
      std::cout << "Error: can't sum Spectrum with POT ("
                << fPOT << ") but no livetime and Spectrum with livetime ("
                << rhs.fLivetime << " sec) but no POT." << std::endl;
      abort();
    }

    if(!fPOT && !rhs.fLivetime){
      std::cout << "Error: can't sum Spectrum with livetime ("
                << fLivetime << " sec) but no POT and Spectrum with POT ("
                << rhs.fPOT << ") but no livetime." << std::endl;
      abort();
    }

    // And now there are still a bunch of good cases to consider

    if(fPOT && rhs.fPOT){
      // Scale by POT when possible
      fHist.Add(rhs.fHist, sign*fPOT/rhs.fPOT);

      if(fLivetime && rhs.fLivetime){
        // If POT/livetime ratios match, keep regular lifetime, otherwise zero
        // it out.
        if(AlmostEqual(fLivetime*rhs.fPOT, rhs.fLivetime*fPOT))
          fLivetime = 0;
      }
      if(!fLivetime && rhs.fLivetime){
        // If the RHS has a livetime and we don't, copy it in (suitably scaled)
        fLivetime = rhs.fLivetime * fPOT/rhs.fPOT;
      }
      // Otherwise, keep our own livetime (if any)

      return *this;
    }

    if(fLivetime && rhs.fLivetime){
      // Scale by livetime, the only thing in common
      fHist.Add(rhs.fHist, sign*fLivetime/rhs.fLivetime);

      if(!fPOT && rhs.fPOT){
        // If the RHS has a POT and we don't, copy it in (suitably scaled)
        fPOT = rhs.fPOT * fLivetime/rhs.fLivetime;
      }
      // Otherwise, keep our own POT (if any)

      return *this;
    }

    // That should have been all the cases. I definitely want to know what
    // happened if it wasn't.
    std::cout << "Spectrum::operator+=(). How did we get here? "
              << fPOT << " " << fLivetime << " "
              << rhs.fPOT << " " << rhs.fLivetime << std::endl;
    abort();
  }

double ana::Spectrum::POT ( ) const

inline

Definition at line 227 of file Spectrum.h.

References fPOT.

Referenced by ana::nueccinc::NueCCIncCrossSectionAnalysis::AddEnhancedSample(), ana::DataMCPair::AddExposure(), ApplyOscillations(), CalcChi2(), CalcR(), CalcRWithSystsNus17(), calculateComponentsNumu(), calculateWrongSignNue(), calculateWrongSignNumuQ1(), calculateWrongSignNumuQ2(), calculateWrongSignNumuQ3(), calculateWrongSignNumuQ4(), ana::CountingExperiment::ChiSq(), ana::SingleSampleExperiment::ChiSq(), ana::CovMxExperiment::ChiSq(), CompareMissingLeptons(), ComputeEfficiency(), Cumulative(), ana::DataMCAreaNormalizedRatio(), ana::DataMCComparison(), Plotter::DataMCComparison(), ana::DataMCComparisonAreaNormalized(), ana::DataMCComparisonComponents(), ana::TwoSampleDecomp::Decomp(), demo6(), draw_decomp_plots(), ana::DataMCPair::DrawData(), ana::SpectrumComponents::DrawLegend(), ana::DataMCPair::DrawMCComponents(), ana::DataMCPair::DrawMCNormSyst(), DataMCPair::DrawMCNormSyst(), ana::DataMCPair::DrawMCSyst(), drawPlot(), DrawPreSelectionPlots(), ana::TwoSampleDecomp::DrawSigBkgOverlay(), ana::TwoSampleDecomp::DrawTwoSamplesWithRatios(), EHadVisMECpairs(), example_plot(), FCContour(), fd_plot(), fill_col(), ana::FluxMultiverseSyst::FindSigmaBoundaries(), FitParamEffectsAna(), FitSystEffectsAna(), GetExtrap(), getHists_FNEX(), ana::Multiverse::GetNSigmaShift(), GetNueData2017(), GetNueData2018(), GetNueData2019(), ana::GetNueData2020(), ana::GetNumuData2020(), ana::MichelDecomp::GetSum(), ana::MichelDecomp::GetTemplateContent(), ana::nueccinc::NueCCIncCrossSectionAnalysis::getTemplateShapeOnly1D(), ana::nueccinc::NueCCIncCrossSectionAnalysis::getTemplateShapeOnly3D(), ana::PredictionInterp::InitFits(), ana::SingleSampleExperiment::LogLikelihood(), Make2DPlot(), make_muonid_opt(), make_nus17_fc_surfs(), make_nus_fc_surfs(), make_plots(), make_vertex_optimiz(), make_xs(), make_xs_1D(), makeEnergyEstimator(), MakeFakeData(), makeFlatWeight(), MakeHBar(), makeMatrixElementSurface(), MakePlot(), MakePlots(), ana::MakeQuantileHistogram(), MakeSelectionPlots(), ana::FluxDecomp::MakeWeightsNumuFromKaon(), ana::BENDecomp::MakeWeightsNumuFromKaon(), ana::FluxDecomp::MakeWeightsNumuFromPion(), ana::BENDecomp::MakeWeightsNumuFromPion(), ana::MichelDecomp::MCToDCMPComp(), mec_nux_tester_2020(), mec_tuning_fitter_2020(), ana::PredictionExtendToPeripheral::MergePeripheral(), MichelDecompTest(), mrbrem_get_reweighted_spectra(), mrbrem_plots(), mre_blessed(), mre_comp_split(), multiverse_efficiency_plot(), multiverse_macro(), ana::GenieMultiverseNormalizedSpectra::NormalizeSpectra(), nue_decomp_scales(), nue_decomp_scales_for_make_decomp(), ana::FluxDecomp::NueEstimate(), ana::BENDecomp::NueEstimate(), ana::FluxDecomp::NueEstimateFromKa(), ana::FluxDecomp::NueEstimateFromPi(), ana::BENDecomp::NueEstimateFromPi(), ana::CutOptimization::OptimizedSigmaOverSigma(), plot(), plot_2d(), plot_2d_vars(), plot_3NDvsFD(), plot_3NDvsFD_FHC(), plot_3NDvsFD_RHC(), plot_datamc_ND_numu(), plot_datamc_ND_numu_REW(), plot_diff(), plot_ND_numu_NOMvsREW(), plot_NDvsFD_REW(), plot_NDvsFD_weights(), plot_NDvsFD_weights_FHC(), plot_NDvsFD_weights_RHC(), plot_predictions(), plot_recoE_numu(), plot_time(), ana::PlotAllSelectionDecomposition(), ana::PlotAllSignalEstimates(), ana::CrossSectionAnalysis::PlotBackgroundEstimate(), ana::NumuCCIncAnalysis::PlotBackgroundEstimate(), ana::SingleNucAnalysis::PlotBackgroundEstimate2D(), ana::NumuCC2p2hAnalysis::PlotBackgroundEstimate2D(), ana::CrossSectionAnalysis::PlotData(), ana::NumuCCIncAnalysis::PlotData(), ana::SingleNucAnalysis::PlotData2D(), ana::NumuCC2p2hAnalysis::PlotData2D(), ana::CutOptimization::PlotDebug(), PlotNueDecompFourBins(), PlotNus17PredSystsData(), PlotNus18Sideband(), PlotNusSensAna01(), ana::CrossSectionAnalysis::PlotRecoToTrueMatrix(), ana::SingleNucAnalysis::PlotRecoToTrueMatrix2D(), ana::NumuCC2p2hAnalysis::PlotRecoToTrueMatrix2D(), ana::CrossSectionAnalysis::PlotSignalEstimate(), ana::SingleNucAnalysis::PlotSignalEstimate2D(), ana::NumuCC2p2hAnalysis::PlotSignalEstimate2D(), ana::PlotSpectra(), PlotStack(), ana::PlotStack(), PlotSyst(), PlotSysts(), ana::CrossSectionAnalysis::PlotUnfoldedSignal(), ana::SingleNucAnalysis::PlotUnfoldedSignal2D(), ana::NumuCC2p2hAnalysis::PlotUnfoldedSignal2D(), PlotVertices(), PlotVisibleEnergy(), ana::SingleSampleExperiment::PredHistIncCosmics(), ana::NDPredictionSterile::Predict(), ana::NDPredictionSterile::PredictComponent(), ana::Ratio::Ratio(), ana::TwoSampleDecomp::RatioCalc(), reco_minus_true_panels(), ana::PredictionExtendToPeripheral::ReduceHelperNC(), ana::CrossSectionAnalysis::Result(), ana::NumuCCIncAnalysis::Result(), ana::NumuCC2p2hAnalysis::Result1DFluxInt(), ana::NumuCC2p2hAnalysis::Result2D(), ana::SingleNucAnalysis::Result2D(), ana::NumuCCIncAnalysis::Result2D(), ana::NumuCCIncAnalysis::ReturnHists(), ana::MichelDecomp::SaveCompPlots(), ana::FluxDecomp::SavePlots(), ana::BENDecomp::SavePlots(), ana::TruthReweight::SavePlots(), ana::RecoReweight::SavePlots(), ana::FluxDecomp::SavePlotsKa(), ana::BENDecomp::SavePlotsKa(), ana::FluxDecomp::SavePlotsPi(), ana::BENDecomp::SavePlotsPi(), saveS(), saveS1(), SaveSpectrum(), ana::MichelDecomp::SaveTempPlots(), selection_story_plots(), ShiftedCosmics(), ana::PredictionInterp::ShiftSpectrum(), ana::SimpleFOM(), SpectrumParamEffectsAna(), TableNueNDComponents(), TableNueNDDataMC(), test_beam_errorband(), test_micheldecomp(), test_sam(), test_sam_project(), test_stanfit_systpulls(), ana::Multiverse::ToHist(), ana::CutOptimization::ToHist(), ana::ICrossSectionAnalysis::ToHist(), ana::UnfoldIterative::Truth(), ana::UnfoldSVD::Truth(), and ana::UnfoldTikhonov::Truth().

{return fPOT;}

void ana::Spectrum::RemoveLoader ( Spectrum **  ref )

protected

Definition at line 368 of file Spectrum.cxx.

References fReferences.

Referenced by Spectrum().

  {
    fReferences.erase(ref);
  }

void ana::Spectrum::SaveTo	(	TDirectory *	dir,
		const std::string &	name
	)		const

Definition at line 507 of file Spectrum.cxx.

References dir, fAxis, fHist, fLivetime, genie::utils::style::Format(), fPOT, GetBinnings(), ana::LabelsAndBins::GetBins1D(), GetLabels(), MECModelEnuComparisons::i, NDimensions(), tmp, and ana::Hist::Write().

Referenced by Ana2017_box_opening_macro(), Ana2017_sb_opening_macro(), Ana2018_box_opening_macro(), angle(), bdtstudyspectrums(), BlessedPlotsLoad(), ccpiinc_mc_studies(), containmentstudy(), CosmicPred(), CutTableLoad(), CVNphoton(), CVNphotonSplit(), datamc_ND_numu_kinematics(), datamc_ND_numu_kinematics_FHC(), datamc_ND_numu_kinematics_FHC_pTBins(), datamc_ND_numu_kinematics_FHC_REW(), datamc_ND_numu_kinematics_FHC_REW_pTBins(), datamc_ND_numu_kinematics_REW(), datamc_ND_numu_kinematics_RHC(), datamc_ND_numu_kinematics_RHC_pTBins(), datamc_ND_numu_kinematics_RHC_REW(), datamc_ND_numu_kinematics_RHC_REW_pTBins(), dataprocess_numuccinc(), energy_resolution(), estimate_energy(), FDDataMCSystBandLoad(), FidOpt(), FidWShwCuts(), FillSpectra(), FitSystEffectsLoad(), get_cosmic_spectra(), get_data_and_cosmic(), get_data_histogram(), get_numi_data_histogram(), getData(), getFlatWeightSpectra(), getSpectra_ForFitting(), getTimePeakTotal(), make_mockdata_syst_contours(), make_pi0_xcheck(), make_pid(), MakeCosmics(), MakeFakeData(), makeFakeDataFluxes(), MakeNus17Prediction(), MakeNus18SidebandPred(), MakeNusPrediction(), makeRealDataFluxes(), makeXSecPlots_TemplateFit(), meanWeight_macro(), mrbrem_get_initial_spectra(), mrbrem_get_reweighted_spectra(), MRDiFStudy_FHC_Step1(), MRDiFStudy_RHC_Step1(), mre_blessed(), mre_comp_split(), ncpi0HistoGrid2(), ND_DataMC(), NDDataMCSystBandLoad(), nue_decomp_scales(), nus17_box_opening(), nus17_fd_cut_tables(), nus17_fd_cut_tables2D(), nus18_box_opening(), nus_ana01_box_opening(), nus_ana01_sideband_box_opening(), OverrideLivetime(), pion_multiverse(), ReMId(), resolutionscript(), resolutionstudy(), saveFDMCHists(), saveSpectraForUnf(), ana::xsec::UnfoldingVariable::SaveSpectrums(), ana::PredictionXSecTuning::SaveTo(), ana::CountingExperiment::SaveTo(), ana::PredictionNoOsc::SaveTo(), ana::FluxReweight::SaveTo(), ana::CheatDecomp::SaveTo(), jw::TrivialPrediction::SaveTo(), ana::FitInAnaBinsBkgdEstimator::SaveTo(), ana::NumuCC2p2hBkgdEstimator::SaveTo(), ana::nueccinc::NueCCIncMRECorrection::SaveTo(), ana::NCDecomp::SaveTo(), ana::NueDecomp::SaveTo(), ana::SingleSampleExperiment::SaveTo(), ana::NumuDecomp::SaveTo(), ana::CrossSectionSpectra::SaveTo(), ana::TrivialPrediction::SaveTo(), ana::PredictionScaleComp::SaveTo(), ana::ProportionalDecomp::SaveTo(), ana::CutOptimization::SaveTo(), ana::TrivialCrossSectionAnalysis::SaveTo(), ana::FakeDecomp::SaveTo(), ana::TrivialExtrap::SaveTo(), ana::CrossSectionAnalysis::SaveTo(), ana::TwoSampleDecomp::SaveTo(), ana::SpectrumComponents::SaveTo(), ana::NumuCCIncAnalysis::SaveTo(), ana::FluxDecomp::SaveTo(), ana::nueccinc::NueCCIncCrossSectionAnalysis::SaveTo(), ana::MichelDecomp::SaveTo(), ana::BENDecomp::SaveTo(), ana::DataMCPair::SaveTo(), ana::RecoReweight::SaveTo(), ana::nueccinc::NueCCIncEnhancedSamples::SaveTo(), mcmc::SaveToFile(), ShwZOpt(), sidebandfittest(), signal_count(), test_beam_errorband(), test_fluxhadr_prod_weights_Flux(), test_genieweights(), test_predictionscalecomp(), ana::TrivialPrediction::TrivialPrediction(), TrueNCSpectrum(), TrueSpectrumFromKaons(), twodstudyvtxcont(), validationscript(), and vertexstudy().

  {
    TDirectory* tmp = gDirectory;

    dir = dir->mkdir(name.c_str()); // switch to subdir
    dir->cd();

    TObjString("Spectrum").Write("type");

    fHist.Write(fAxis.GetBins1D());
    TH1D hPot("", "", 1, 0, 1);
    hPot.Fill(.5, fPOT);
    hPot.Write("pot");
    TH1D hLivetime("", "", 1, 0, 1);
    hLivetime.Fill(.5, fLivetime);
    hLivetime.Write("livetime");

    for(unsigned int i = 0; i < NDimensions(); ++i){
      TObjString(GetLabels()[i].c_str()).Write(TString::Format("label%d", i).Data());
      GetBinnings()[i].SaveTo(dir, TString::Format("bins%d", i).Data());
    }

    dir->Write();
    delete dir;

    tmp->cd();
  }

void ana::Spectrum::Scale

(

double

c

)

Multiply this spectrum by a constant c.

Definition at line 238 of file Spectrum.cxx.

References fHist, and ana::Hist::Scale().

Referenced by ana::PredictionAddRock::_PredictComponentSyst(), ComputeEfficiency(), make_fc_nus_surfs_nersc_2018(), make_fc_nus_surfs_nersc_2019(), make_xs(), make_xs_1D(), MakeExtrapSurface(), ana::FluxDecomp::MakeWeightsNumuFromKaon(), ana::BENDecomp::MakeWeightsNumuFromKaon(), ana::GenieMultiverseNormalizedSpectra::NormalizeSpectra(), ana::BENDecomp::NueEstimateFromKa(), OverrideLivetime(), PlotNus17Prediction(), ana::NumuCCIncAnalysis::Result(), and ana::NumuCCIncAnalysis::Result2D().

  {
    fHist.Scale(c);
  }

void ana::Spectrum::Scale

(

const stan::math::var &

v

)

Definition at line 244 of file Spectrum.cxx.

References fHist, and ana::Hist::Scale().

  {
    fHist.Scale(c);
  }

TH1D * ana::Spectrum::ToTH1	(	double	exposure,
		Color_t	col = kBlack,
		Style_t	style = kSolid,
		EExposureType	expotype = kPOT,
		EBinType	bintype = kBinContent
	)		const

Histogram made from this Spectrum, scaled to some exposure.

Parameters

exposure	POT or livetime (seconds)
col	Histogram color (default black)
style	Histogram line style (default solid)
expotype	How to interpret exposure (kPOT (default) or kLivetime)

Definition at line 149 of file Spectrum.cxx.

References runNovaSAM::ret.

Referenced by ana::nueccinc::NueCCIncCrossSectionAnalysis::AddEnhancedSample(), ana::AddErrorInQuadrature(), ana::PredictionSystJoint2018::AddNormSyst(), ana::PredictionSystJointDemo::AddNormSyst(), ana::PredictionSyst3Flavor2020::AddNormSyst(), ana::PredictionSystNue2017::AddNormSysts(), ana::PredictionSystNumu2017::AddNormSysts(), ana::CovMxManager::AddSystematic(), AnalyzeNus18Pred(), ana::NumuCC2p2hBkgdEstimator::Background(), bin_composition_pie_chart(), ana::covmx::CovarianceMatrix::BuildFullCovMx(), calcAlphaBetaEachBin(), CalcChi2(), ana::nueccinc::NueCCIncMRECorrection::CalcEfficiencyCorrection(), CalcR(), CalcRWithSystsNus17(), calculateComponentsNumu(), calculateWrongSignNue(), calculateWrongSignNumuQ1(), calculateWrongSignNumuQ2(), calculateWrongSignNumuQ3(), calculateWrongSignNumuQ4(), cc(), check_predinterp(), check_predinterp_numu(), ana::LikelihoodCovMxExperiment::ChiSq(), ana::OscCovMxExperiment::ChiSq(), Compare(), CompareBinningSchemes(), CompareDecompDataMC(), CompareMCCompPrediction(), CompareMissingLeptons(), ComparePredictions(), ana::ComparePredictions(), ana::ModularExtrapComponent::ComparisonPlot(), Cumulative(), CVNCuts(), ana::DataMCComparison(), Plotter::DataMCComparison(), ana::DataMCComparisonAreaNormalized(), ana::DataMCComparisonComponents(), ana::PredictionInterp::DebugPlot(), ana::TwoSampleDecomp::Decomp(), ana::MichelDecomp::Decompose(), demo1(), demo3(), demo5(), demo6(), demo_flat(), demo_nueNumuSysts(), DrawBackgrounds(), DrawBins(), ana::DataMCPair::DrawData(), drawPlot(), DrawPulls(), DrawSensitivityDip(), ana::TwoSampleDecomp::DrawSigBkgOverlay(), DrawSurface(), DrawSystShifts(), drawSystsShiftingNDdata(), drawSystsShiftingNDdata_updatedAna(), ana::TwoSampleDecomp::DrawTwoSamplesWithRatios(), efficiency(), efficiencySA(), EHadVisMECpairs(), example_plot(), FCContour(), fd_plot(), fill_col(), FitParamEffectsAna(), FitSystEffectsAna(), GenerateFutureData(), GeniePredictionToRoot(), GetBackgroundStatisticalUncertainty(), GetBackgroundSystematicUncertainty(), ana::GetBFSystBands(), GetBG(), ana::GetBG(), getBNBPlots(), getContProf(), getContProf_Sensitivity(), GetDenominator(), ana::nueccinc::NueCCIncMRECorrection::getEfficiency1D(), GetEfficiencyDenominator(), GetEfficiencySystematicUncertainty(), GetExtrap(), ana::nueccinc::NueCCIncCrossSectionAnalysis::getFlux1D(), GetFluxError(), ana::nueccinc::NueCCIncCrossSectionAnalysis::getFullTemplate(), getHists_FNEX(), GetNC(), ana::GetNC(), ana::GetNDComponents(), ana::GetNDCompsFromDecomp(), ana::GetNDDecompsFromDecomp(), ana::Multiverse::GetNSigmaShift(), GetNueCosmics2017(), GetNueCosmics2018(), GetNueCosmics2019(), GetNueCosmicsFuture(), GetNumuCosmicsFuture(), ana::nueccinc::NueCCIncMRECorrection::getPreselected1D(), GetQuantilePredictionHist(), ana::nueccinc::NueCCIncMRECorrection::getSelected1D(), GetSelectedStatisticalUncertainty(), GetSig(), GetSpectra(), ana::GetSpectrum(), ana::GetSystBands(), ana::nueccinc::NueCCIncCrossSectionAnalysis::getTemplateShapeOnly1D(), ana::nueccinc::NueCCIncCrossSectionAnalysis::getTemplateShapeOnly3D(), getTimePeakPlots(), Integral(), make_extrap_figure(), make_fc_nus_surfs_nersc_2018(), make_muonid_opt(), make_nus17_fc_surfs(), make_nus_fc_surfs(), make_plots(), make_vertex_optimiz(), make_xs_1D(), MakeCovMx(), makeEnergyEstimator(), makeFlatWeight(), makeMatrixElementSurface(), MakePeriCutPlot(), MakePlot(), MakePlots(), MakeResultPlot(), MakeSurface(), MakeSurfaceBinningStudy(), MakeTable(), ana::FluxDecomp::MakeWeightsNumuFromKaon(), ana::BENDecomp::MakeWeightsNumuFromKaon(), makeXSecPlots1D(), makeXSecPlots2D(), MatrixDeterminant(), MichelDecompTest(), mrbrem_get_reweighted_spectra(), mrbrem_plots(), mre_blessed(), mre_comp_split(), multiverse_efficiency_plot(), multiverse_macro(), NDHists(), nue_decomp_scales(), nue_decomp_scales_for_make_decomp(), nue_pid_effs(), nue_pid_effs_miniprod(), nue_pid_effs_paper_numu_neweff(), numu_cut_flow(), PeripheralCuts(), pi0_xcheck(), plot(), plot_3NDvsFD(), plot_3NDvsFD_FHC(), plot_3NDvsFD_RHC(), plot_datamc_ND_numu(), plot_datamc_ND_numu_REW(), plot_datamcpred(), plot_diff(), plot_kinematics_cafana(), plot_ND_numu_NOMvsREW(), plot_NDvsFD_REW(), plot_NDvsFD_weights(), plot_NDvsFD_weights_FHC(), plot_NDvsFD_weights_RHC(), plot_nue_xsec_pred(), plot_nueFD_Signal_REWvsNOM_FHC(), plot_nueFD_Signal_REWvsNOM_pTExtrap_FHC(), plot_nueFD_Signal_REWvsNOM_pTExtrap_RHC(), plot_nueFD_Signal_REWvsNOM_RHC(), plot_pi0_xcheck(), plot_pid(), plot_predictions(), plot_recoE_numu(), plot_time(), ana::PlotAllSelectionDecomposition(), ana::PlotAllSignalEstimates(), ana::CrossSectionAnalysis::PlotBackgroundEstimate(), ana::NumuCCIncAnalysis::PlotBackgroundEstimate(), PlotComp(), ana::CrossSectionAnalysis::PlotData(), ana::NumuCCIncAnalysis::PlotData(), ana::CutOptimization::PlotDebug(), ana::CrossSectionAnalysis::PlotFluxEstimate(), ana::SingleNucAnalysis::PlotFluxEstimate2D(), ana::NumuCC2p2hAnalysis::PlotFluxEstimate2D(), PlotNuePredictionFourBins(), PlotNumuPredData(), PlotNus17PredSystsData(), PlotNus18Sideband(), PlotNusSensAna01(), PlotPionPlots(), PlotPurEff(), ana::PlotPurEff(), plots(), ana::PlotSpectra(), PlotStack(), ana::PlotStack(), PlotSyst(), PlotSysts(), Plotting_DataAndPrediction(), ana::CrossSectionAnalysis::PlotUnfoldedSignal(), PlotVisibleEnergy(), ana::PlotWithSystErrorBand(), ana::PlotWithSystErrorBand_Quant(), ana::PlotWithSystErrorBandTwoPreds(), ana::covmx::CovarianceMatrix::Predict(), PredictCosmic(), ana::SpectrumComponents::Purity(), ana::TwoSampleDecomp::RatioCalc(), reco_minus_true_panels(), resolution2018(), ana::CrossSectionAnalysis::Result(), ana::NumuCCIncAnalysis::Result(), ana::NumuCC2p2hAnalysis::Result1DFluxInt(), ana::NumuCC2p2hAnalysis::Result2D(), ana::SingleNucAnalysis::Result2D(), ana::NumuCCIncAnalysis::Result2D(), ana::NumuCCIncAnalysis::ReturnHists(), Save(), ana::MichelDecomp::SaveCompPlots(), SaveDCMPPlots(), ana::FluxReweight::SavePlots(), ana::FluxDecomp::SavePlots(), ana::BENDecomp::SavePlots(), ana::TruthReweight::SavePlots(), ana::RecoReweight::SavePlots(), ana::FluxDecomp::SavePlotsKa(), ana::BENDecomp::SavePlotsKa(), ana::BENDecomp::SavePlotsPi(), saveS(), SaveSpectrum(), ScaleCovarianceMatrix(), Selection(), Selection_FOM(), Selection_InvMass(), Selection_Lite(), selection_story_plots(), ShiftedCosmics(), signal_count(), ana::SimpleFOM(), SpectrumParamEffectsAna(), sterile_demo(), syst_plot_test(), systematics_summary_from_pred_interp(), TableNuePredictionFourBins(), template_basic(), test_ana(), test_beam_errorband(), test_fluxhadr_prod_weights_Flux(), test_genie_systs(), test_genieweights(), test_micheldecomp(), test_nue2017Prediction(), test_nue2018_fitter(), test_nueextrapsyst(), test_nuwro(), test_saloaders(), test_sam(), test_sam_project(), test_stanfit_systpulls(), TestPred(), timingPeak(), ana::FluxMultiverseSyst::ToAreaNormalizedTH1(), ana::GenieMultiverseSpectra::ToAreaNormalizedTH1(), ana::Multiverse::ToHist(), ana::CutOptimization::ToHist(), ana::ICrossSectionAnalysis::ToHist(), ana::FluxMultiverseSyst::ToTH1(), ana::GenieMultiverseSpectra::ToTH1(), ana::ToTH2(), ana::ToTH3(), ToTHX(), Toy_analyses(), ana::UnfoldSVD::Truth(), ana::UnfoldTikhonov::Truth(), Unfold1D(), Unfold3D(), UnfoldInOut(), and Uninitialized().

  {
    // Could have a file temporarily open
    DontAddDirectory guard;

    TH1D* ret = ToTH1(exposure, expotype, bintype);

    ret->SetLineColor(col);
    ret->SetMarkerColor(col);
    ret->SetLineStyle(style);

    return ret;
  }

TH1D * ana::Spectrum::ToTH1	(	double	exposure,
		EExposureType	expotype,
		EBinType	bintype = kBinContent
	)		const

Histogram made from this Spectrum, scaled to some exposure.

Parameters

exposure	POT or livetime (seconds)
expotype	How to interpret exposure (kPOT (default) or kLivetime)

Definition at line 86 of file Spectrum.cxx.

References om::cout, allTimeWatchdog::endl, fAxis, fHist, fLivetime, fPOT, ana::LabelsAndBins::GetBins1D(), ana::LabelsAndBins::GetLabel1D(), ana::kBinDensity, ana::kLivetime, ana::kPOT, livetime, pot, runNovaSAM::ret, and ana::Hist::ToTH1().

  {
    // Could have a file temporarily open
    DontAddDirectory guard;

    TH1D* ret = fHist.ToTH1(fAxis.GetBins1D());

    ret->GetXaxis()->SetTitle(fAxis.GetLabel1D().c_str());
    ret->GetYaxis()->SetTitle("Events");

    if(expotype == kPOT){
      const double pot = exposure;
      if(fPOT){
        ret->Scale(pot/fPOT);
      }
      else{
        // Allow zero POT if there are also zero events
        if(ret->Integral() > 0){
          std::cout << "Error: Spectrum with " << ret->Integral()
                    << " entries has zero POT, no way to scale to "
                    << exposure << " POT.";
          if(fLivetime > 0){
            std::cout << " Spectrum has " << fLivetime << " seconds livetime. "
                      << "Did you mean to pass kLivetime to ToTH1()?";
          }
          std::cout << std::endl;
          abort();
        }
      }
    }
    if(expotype == kLivetime){
      const double livetime = exposure;
      if(fLivetime){
        ret->Scale(livetime/fLivetime);
      }
      else{
        // Allow zero exposure if there are also zero events
        if(ret->Integral() > 0){
          std::cout << "Error: Spectrum with " << ret->Integral()
                    << " entries has zero livetime, no way to scale to "
                    << livetime << " seconds.";
          if(fPOT > 0){
            std::cout << " Spectrum has " << fPOT << " POT. "
                      << "Did you mean to pass kPOT to ToTH1()?";
          }
          std::cout << std::endl;
          abort();
        }
      }
    }

    if(bintype == kBinDensity) ret->Scale(1, "width");

    // Allow GetMean() and friends to work even if this histogram never had any
    // explicit Fill() calls made.
    if(ret->GetEntries() == 0) ret->SetEntries(1);

    return ret;
  }

TH2 * ana::Spectrum::ToTH2	(	double	exposure,
		EExposureType	expotype = kPOT,
		EBinType	bintype = kBinContent
	)		const

Spectrum must be 2D to obtain TH2.

Definition at line 166 of file Spectrum.cxx.

References om::cout, allTimeWatchdog::endl, GetBinnings(), GetLabels(), ana::kBinDensity, NDimensions(), runNovaSAM::ret, and ana::ToTH2().

Referenced by ana::nueccinc::NueCCIncMRECorrection::CalcEfficiencyCorrection(), demo6(), ana::nueccinc::NueCCIncCrossSectionAnalysis::doUnfolding1D(), ana::nueccinc::NueCCIncCrossSectionAnalysis::doUnfolding2D(), drawLongTerm(), drawTimePlots(), drawVsPOT(), FD_Data_PosComp(), FD_plots(), GetHistsFD(), GetHistsND(), GetSpectra2D(), getTimePeakPlots(), ana::nueccinc::NueCCIncCrossSectionAnalysis::getUnfoldingMatrix(), HadEFit(), Make2DPlot(), make_quantiles_histogram_2020(), makeEnergyEstimator(), MakePlots(), ana::MakeQuantileHistogram(), mec_nux_tester_2020(), mec_tuning(), mec_tuning_fitter_2020(), MichelDecompTest(), MuonFit(), plot_2d(), plot_2d_vars(), plot_pi0_xcheck(), ana::SingleNucAnalysis::PlotBackgroundEstimate2D(), ana::NumuCC2p2hAnalysis::PlotBackgroundEstimate2D(), ana::SingleNucAnalysis::PlotData2D(), ana::NumuCC2p2hAnalysis::PlotData2D(), ana::SingleNucAnalysis::PlotUnfoldedSignal2D(), ana::NumuCC2p2hAnalysis::PlotUnfoldedSignal2D(), PlotVertices(), PositionComparison(), print_tables(), PrintPlot(), Save(), saveS1(), signal_count(), ana::Multiverse::ToHist(), ana::CutOptimization::ToHist(), ana::ICrossSectionAnalysis::ToHist(), ana::GenieMultiverseSpectra::ToTH2(), ToTHX(), and Uninitialized().

  {
    if(NDimensions() != 2){
      std::cout << "Error: This Spectrum does not appear to be 2D." << std::endl;
      abort();
    }

    TH2* ret = ana::ToTH2(*this, exposure, expotype, GetBinnings()[0], GetBinnings()[1]);

    ret->GetXaxis()->SetTitle(GetLabels()[0].c_str());
    ret->GetYaxis()->SetTitle(GetLabels()[1].c_str());

    if(bintype == kBinDensity) ret->Scale(1, "width");

    // Allow GetMean() and friends to work even if this histogram never had any
    // explicit Fill() calls made.
    if(ret->GetEntries() == 0) ret->SetEntries(1);

    return ret;
  }

TH3 * ana::Spectrum::ToTH3	(	double	exposure,
		EExposureType	expotype = kPOT,
		EBinType	bintype = kBinContent
	)		const

Spectrum must be 3D to obtain TH3.

Definition at line 188 of file Spectrum.cxx.

References om::cout, allTimeWatchdog::endl, GetBinnings(), GetLabels(), ana::kBinDensity, NDimensions(), runNovaSAM::ret, and ana::ToTH3().

Referenced by ana::FluxDecomp::MakeWeightsNumuFromPion(), ana::BENDecomp::MakeWeightsNumuFromPion(), ana::FluxDecomp::NueEstimateFromPi(), ana::BENDecomp::NueEstimateFromPi(), plot_eff_purity(), Save(), ana::FluxDecomp::SavePlotsPi(), ana::BENDecomp::SavePlotsPi(), ana::Multiverse::ToHist(), ana::CutOptimization::ToHist(), ana::ICrossSectionAnalysis::ToHist(), ToTHX(), and Uninitialized().

  {
    if(NDimensions() != 3){
      std::cout << "Error: This Spectrum does not appear to be 3D." << std::endl;
      abort();
    }

    TH3* ret = ana::ToTH3(*this, exposure, expotype,
                          GetBinnings()[0], GetBinnings()[1], GetBinnings()[2]);

    ret->GetXaxis()->SetTitle(GetLabels()[0].c_str());
    ret->GetYaxis()->SetTitle(GetLabels()[1].c_str());
    ret->GetZaxis()->SetTitle(GetLabels()[2].c_str());

    if(bintype == kBinDensity) ret->Scale(1, "width");

    // Allow GetMean() and friends to work even if this histogram never had any
    // explicit Fill() calls made.
    if(ret->GetEntries() == 0) ret->SetEntries(1);

    return ret;
  }

TH1 * ana::Spectrum::ToTHX	(	double	exposure,
		EExposureType	expotype = kPOT,
		EBinType	bintype = kBinContent
	)		const

Definition at line 212 of file Spectrum.cxx.

References NDimensions(), ToTH1(), ToTH2(), and ToTH3().

Referenced by Uninitialized().

  {
    if(NDimensions() == 2) return ToTH2(exposure, expotype, bintype);
    if(NDimensions() == 3) return ToTH3(exposure, expotype, bintype);
    return ToTH1(exposure, expotype, bintype);
  }

static Spectrum ana::Spectrum::Uninitialized ( )

inlinestatic

The only valid thing to do with such a spectrum is to assign something else into it.

Definition at line 145 of file Spectrum.h.

References col, Fill(), ana::kBinContent, ana::kPOT, operator=(), Spectrum(), ToTH1(), ToTH2(), ToTH3(), ToTHX(), w, submit_syst::x, and ~Spectrum().

Referenced by ana::PredictionAddRock::RockComponent().

{return Spectrum();}

Friends And Related Function Documentation

friend class Ratio

friend

Definition at line 46 of file Spectrum.h.

friend class SpectrumLoaderBase

friend

Definition at line 43 of file Spectrum.h.

friend class SpectrumSink

friend

Definition at line 44 of file Spectrum.h.

friend class SpectrumSinkBase< Spectrum >

friend

Definition at line 45 of file Spectrum.h.

Member Data Documentation

LabelsAndBins ana::Spectrum::fAxis

protected

Definition at line 291 of file Spectrum.h.

Referenced by Fill(), GetBinnings(), GetLabels(), Mean(), NDimensions(), operator=(), SaveTo(), Spectrum(), and ToTH1().

Hist ana::Spectrum::fHist

protected

Definition at line 284 of file Spectrum.h.

Referenced by AsimovData(), Clear(), Fill(), GetEigen(), GetEigenStan(), HasStan(), Integral(), Mean(), MockData(), operator*=(), operator/=(), operator=(), PlusEqualsHelper(), ana::Ratio::Ratio(), SaveTo(), Scale(), Spectrum(), and ToTH1().

double ana::Spectrum::fLivetime

protected

Definition at line 286 of file Spectrum.h.

Referenced by AsimovData(), GetEigen(), GetEigenStan(), Integral(), Livetime(), operator=(), OverrideLivetime(), PlusEqualsHelper(), SaveTo(), and ToTH1().

double ana::Spectrum::fPOT

protected

Definition at line 285 of file Spectrum.h.

Referenced by AsimovData(), GetEigen(), GetEigenStan(), Integral(), operator=(), OverridePOT(), PlusEqualsHelper(), POT(), SaveTo(), and ToTH1().

std::set<Spectrum**> ana::Spectrum::fReferences

protected

Things that point at this Spectrum. Maintained by SpectrumLoader.

Definition at line 289 of file Spectrum.h.

Referenced by AddLoader(), operator=(), RemoveLoader(), Spectrum(), and ~Spectrum().

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The documentation for this class was generated from the following files:

• CAFAna/Core/Spectrum.h
• CAFAna/Core/Spectrum.cxx