PandAna.Demos.tute_pid_validation Namespace Reference

Functions
def	kNewCVNe (tables)
def	kNewCVNm (tables)
def	kNewCVNnc (tables)
def	kWoscDumb (tables, weight)
def	SigCuts (idx='nueid')
def	BkgCuts (idx='nueid')
def	ModeCuts (mode=-1)

Variables
string	definition = 'def_snapshot karlwarb-MLTute2019-HDF5_R19-11-18-prod5reco.n_fluxswap'
list	var = ['rec.sel.cvnloosepreselptp', 'rec.sel.cvnoldpresel']
	kNewCVNe = Var(kNewCVNe)
	kNewCVNm = Var(kNewCVNm)
	kNewCVNnc = Var(kNewCVNnc)
dictionary	cvn_vars = {}
	kInelasticity = Var(lambda tables: tables['rec.mc.nu']['y'])
	kTrueE = Var(lambda tables: tables['rec.mc.nu']['E'])
	kPDG = Var(lambda tables: tables['rec.mc.nu']['pdg'])
	kPDGAbs = Var(lambda tables: abs(tables['rec.mc.nu']['pdg']))
	kMode = Var(lambda tables: tables['rec.mc.nu']['mode'])
	kIsCC = Cut(lambda tables: tables['rec.mc.nu']['iscc'] == 1)
	kIsNC = Cut(lambda tables: tables['rec.mc.nu']['iscc'] == 0)
	kNueFDSel = kNueProngContainment&kVeto
	kNumuFDSel = kNumuBasicQuality&kNumuContainFD
	kNusFDSel = kNusFDContain&kVeto
list	ids = ['nueid', 'numuid', 'ncid']
dictionary	sel_cuts = {}
dictionary	truth_cuts = {}
dictionary	mode_cuts = {}
	parser
	help
	type
	int
	default
	action
	args = parser.parse_args()
string	filename = 'cvn_truth_dist.h5'
	tables = loader(definition, limit=args.limit, stride=args.stride, offset=args.offset)
dictionary	specs = {}
	cut = sel_cut&pcut&mcut
string	specid = 'cvn_%s_%s_%s'
	weight
string	trueEid = 'trueE_%s_%s_%s'
string	trueYid = 'trueY_%s_%s_%s'
dictionary	combined = {}
string	cid = '%s_%s_%s'
string	cvnid = 'cvn_%s_%s_%s'
	title
	folder
	slc

Function Documentation

def PandAna.Demos.tute_pid_validation.BkgCuts

(

idx = 'nueid'

)

Definition at line 78 of file tute_pid_validation.py.

def BkgCuts(idx='nueid'):
  cut = Cut(lambda tables: tables['rec.mc']['nnu'] == 1)
  if 'nue' in idx:
    cut = cut & ((kPDGAbs != 12) | ~kIsCC)
  if 'numu' in idx:
    cut = cut & ((kPDGAbs != 14) | ~kIsCC)
  if 'nc' in idx:
    cut = cut & (~kIsNC) 
  return cut

# some basic preselections for each analysis

def PandAna.Demos.tute_pid_validation.kNewCVNe

(

tables

)

Definition at line 18 of file tute_pid_validation.py.

References PandAna.Demos.tute_pid_validation.kNewCVNe.

def kNewCVNe(tables):
  df = []
  for v in var:
    df.append(tables[v]['nueid'])
  ret = pd.concat(df, axis=1)
  ret.columns = [re.sub(r'rec.sel.', '', v) for v in var]
  return ret

def PandAna.Demos.tute_pid_validation.kNewCVNm

(

tables

)

Definition at line 27 of file tute_pid_validation.py.

References PandAna.Demos.tute_pid_validation.kNewCVNm.

def kNewCVNm(tables):
  df = []
  for v in var:
    df.append(tables[v]['numuid'])
  ret = pd.concat(df, axis=1)
  ret.columns = [re.sub(r'rec.sel.', '', v) for v in var]
  return ret

def PandAna.Demos.tute_pid_validation.kNewCVNnc

(

tables

)

Definition at line 36 of file tute_pid_validation.py.

References PandAna.Demos.tute_pid_validation.kNewCVNnc.

def kNewCVNnc(tables):
  df = []
  for v in var:
    df.append(tables[v]['ncid'])
  ret = pd.concat(df, axis=1)
  ret.columns = [re.sub(r'rec.sel.', '', v) for v in var]
  return ret

def PandAna.Demos.tute_pid_validation.kWoscDumb	(		tables,
			weight
	)

Definition at line 55 of file tute_pid_validation.py.

def kWoscDumb(tables, weight):
  sel = (tables['rec.mc']['nnu'] == 1)
  weight[sel] *= tables['rec.mc.nu']['woscdumb']
  return weight

# now define some truth cuts

def PandAna.Demos.tute_pid_validation.ModeCuts

(

mode = -1

)

Definition at line 109 of file tute_pid_validation.py.

def ModeCuts(mode=-1):
  cut = Cut(lambda tables: tables['rec.mc']['nnu'] == 1)
  if mode >= 0:
    cut = cut & (kMode == mode)
  return cut

def PandAna.Demos.tute_pid_validation.SigCuts

(

idx = 'nueid'

)

Definition at line 68 of file tute_pid_validation.py.

def SigCuts(idx='nueid'):
  cut = Cut(lambda tables: tables['rec.mc']['nnu'] == 1)
  if 'nue' in idx:
    cut = cut & (kPDGAbs == 12) & kIsCC
  if 'numu' in idx:
    cut = cut & (kPDGAbs == 14) & kIsCC
  if 'nc' in idx:
    cut = cut & (~kIsCC)
  return cut

Variable Documentation

PandAna.Demos.tute_pid_validation.action

Definition at line 135 of file tute_pid_validation.py.

PandAna.Demos.tute_pid_validation.args = parser.parse_args()

Definition at line 137 of file tute_pid_validation.py.

string PandAna.Demos.tute_pid_validation.cid = '%s_%s_%s'

Definition at line 171 of file tute_pid_validation.py.

Referenced by fuzz::FuzzyKVertex.AddProng(), calib::MuondEdx.filter(), calib::MuonTrackHits.filter(), calib::MuondEdxAna.filter(), jmshower::RecoJMShower.GetCellTransDedx(), ana::SpectrumLoaderBase.GetSinkSCW(), jmshower::RecoJMShower.GetTrkCPlaneCell(), fuzz::ViewMatchAlg.Matching(), nerd::ViewMatchAlg.Matching(), trk::KalmanGeoHelper.MatchTrajectoryToPlane(), jmshower::RecoJMShower.RecoShowers(), g4n::FLSHitListAction.supressFLSHitList(), and slid::NuEEnergyAlg.VertexEnergy().

dictionary PandAna.Demos.tute_pid_validation.combined = {}

Definition at line 167 of file tute_pid_validation.py.

PandAna.Demos.tute_pid_validation.cut = sel_cut&pcut&mcut

Definition at line 148 of file tute_pid_validation.py.

dictionary PandAna.Demos.tute_pid_validation.cvn_vars = {}

Definition at line 45 of file tute_pid_validation.py.

string PandAna.Demos.tute_pid_validation.cvnid = 'cvn_%s_%s_%s'

Definition at line 172 of file tute_pid_validation.py.

PandAna.Demos.tute_pid_validation.default

Definition at line 126 of file tute_pid_validation.py.

string PandAna.Demos.tute_pid_validation.definition = 'def_snapshot karlwarb-MLTute2019-HDF5_R19-11-18-prod5reco.n_fluxswap'

Definition at line 14 of file tute_pid_validation.py.

Referenced by simb::MCParticle.MCParticle(), simb.operator<<(), and HEPREP::HepRepWriter.~HepRepWriter().

string PandAna.Demos.tute_pid_validation.filename = 'cvn_truth_dist.h5'

Definition at line 139 of file tute_pid_validation.py.

PandAna.Demos.tute_pid_validation.folder

Definition at line 180 of file tute_pid_validation.py.

Referenced by bicount(), bicount_2018(), BlessedPlotsAna(), BlessedPlotsAnaByPeriod(), CalcRWithSysts(), CalcRWithSystsNus17(), CutTableAna(), DataVtxDistributionAna(), ExtendedAxesAna(), FDDataMCSystBandAna(), FillMaps(), FitParamEffectsAna(), FitSystEffectsAna(), get_file_name(), genie::Registry.GetItemMap(), is_parsable_folder(), LOverEPlot(), make_nus17_fc_surfs(), median_contours(), NDDataMCSystBandAna(), Nus18SystsBeamTranspLoad(), Nus18SystsCalibAbsLoad(), Nus18SystsCalibRelLoad(), Nus18SystsGENIELoad(), Nus18SystsKaonLoad(), Nus18SystsLightLevelLoad(), Nus18SystsLLMethodLoad(), Nus18SystsNeutronLoad(), Nus18SystsPPFXLoad(), Nus18SystsTauLoad(), Nus18SystsXSecOnOffLoad(), NusSystMaker(), PlotNus17Prediction(), PlotNus17PredSystsData(), reduce_the_predfile_nue_numu(), SideBandAna(), SpectrumParamEffectsAna(), SystsAcceptanceAna17(), SystsAcceptanceLoad17(), SystsBeamAna(), SystsBeamLoad(), SystsBeamTranspAna(), SystsBeamTranspLoad17(), SystsBirksAna(), SystsBirksLoad(), SystsCalibAbsAna(), SystsCalibAbsAna17(), SystsCalibAbsLoad(), SystsCalibAbsLoad17(), SystsCalibAbsMethod17(), SystsCalibRelAna(), SystsCalibRelAna17(), SystsCalibRelLoad(), SystsCalibRelLoad17(), SystsDecompAna(), SystsDecompAna17(), SystsDecompLoad(), SystsDecompLoad17(), SystsFidContAna(), SystsFidContLoad(), SystsGENIEAna(), SystsGENIEAna17(), SystsGENIELoad(), SystsGENIELoad17(), SystsMCStatsAna(), SystsMCStatsLoad(), SystsNDRockAna(), SystsNDRockLoad(), SystsNoiseAna(), SystsNoiseLoad(), SystsOscParamAna(), SystsPPFXAna17(), and SystsPPFXLoad17().

PandAna.Demos.tute_pid_validation.help

Definition at line 125 of file tute_pid_validation.py.

list PandAna.Demos.tute_pid_validation.ids = ['nueid', 'numuid', 'ncid']

Definition at line 95 of file tute_pid_validation.py.

Referenced by cheat::TestTrackIds.analyze(), nutools::dbi::Table.DataTypeMask(), fnex::CorrectedSpectrum.DrawDataVsMC(), fnex::CorrectedSpectrum.DrawStacks(), art::Sampled< T >.get(), ana::_Cut< T >.operator!(), ana::_Cut< T >.operator&&(), ana::_Var< T >.operator*(), ana::_Var< T >.operator+(), ana::_Var< T >.operator-(), ana::_Var< T >.operator/(), ana::_Cut< T >.operator||(), lem::MakeLibrary.produce(), resolution2018(), art::detail::SamplingInputFile.sampledInfoFor(), and nutools::dbi::Table.SetDataSource().

PandAna.Demos.tute_pid_validation.int

Definition at line 126 of file tute_pid_validation.py.

PandAna.Demos.tute_pid_validation.kInelasticity = Var(lambda tables: tables['rec.mc.nu']['y'])

Definition at line 51 of file tute_pid_validation.py.

PandAna.Demos.tute_pid_validation.kIsCC = Cut(lambda tables: tables['rec.mc.nu']['iscc'] == 1)

Definition at line 64 of file tute_pid_validation.py.

PandAna.Demos.tute_pid_validation.kIsNC = Cut(lambda tables: tables['rec.mc.nu']['iscc'] == 0)

Definition at line 65 of file tute_pid_validation.py.

PandAna.Demos.tute_pid_validation.kMode = Var(lambda tables: tables['rec.mc.nu']['mode'])

Definition at line 63 of file tute_pid_validation.py.

PandAna.Demos.tute_pid_validation.kNewCVNe = Var(kNewCVNe)

Definition at line 25 of file tute_pid_validation.py.

Referenced by PandAna.Demos.tute_pid_validation.kNewCVNe().

PandAna.Demos.tute_pid_validation.kNewCVNm = Var(kNewCVNm)

Definition at line 34 of file tute_pid_validation.py.

Referenced by PandAna.Demos.tute_pid_validation.kNewCVNm().

PandAna.Demos.tute_pid_validation.kNewCVNnc = Var(kNewCVNnc)

Definition at line 43 of file tute_pid_validation.py.

Referenced by PandAna.Demos.tute_pid_validation.kNewCVNnc().

PandAna.Demos.tute_pid_validation.kNueFDSel = kNueProngContainment&kVeto

Definition at line 89 of file tute_pid_validation.py.

PandAna.Demos.tute_pid_validation.kNumuFDSel = kNumuBasicQuality&kNumuContainFD

Definition at line 91 of file tute_pid_validation.py.

PandAna.Demos.tute_pid_validation.kNusFDSel = kNusFDContain&kVeto

Definition at line 93 of file tute_pid_validation.py.

PandAna.Demos.tute_pid_validation.kPDG = Var(lambda tables: tables['rec.mc.nu']['pdg'])

Definition at line 61 of file tute_pid_validation.py.

Referenced by fnex::CompareFNEXCAFEventListFiles.ReadCAFMCTextFile().

PandAna.Demos.tute_pid_validation.kPDGAbs = Var(lambda tables: abs(tables['rec.mc.nu']['pdg']))

Definition at line 62 of file tute_pid_validation.py.

PandAna.Demos.tute_pid_validation.kTrueE = Var(lambda tables: tables['rec.mc.nu']['E'])

Definition at line 52 of file tute_pid_validation.py.

dictionary PandAna.Demos.tute_pid_validation.mode_cuts = {}

Definition at line 115 of file tute_pid_validation.py.

PandAna.Demos.tute_pid_validation.parser

Initial value:

= argparse.ArgumentParser(
    description='Save CVN distributions for various truth cuts')

Definition at line 122 of file tute_pid_validation.py.

dictionary PandAna.Demos.tute_pid_validation.sel_cuts = {}

Definition at line 97 of file tute_pid_validation.py.

PandAna.Demos.tute_pid_validation.slc

Definition at line 182 of file tute_pid_validation.py.

Referenced by ana.AddHistDefSlice(), ana.AddNumuHistDefBasic(), me::MEFinder.BestSlcMatch(), caf_numu_fd_validation_data(), caf_numu_fd_validation_MC(), caf_numu_fd_validation_MC_no_tau(), caf_numu_nd_cutflow(), caf::Proxy< caf::SRMichelE >.CheckEquals(), caf::Proxy< caf::StandardRecord >.CheckEquals(), ana.constructBPFPng3dVar(), caf::CAFMaker.drawSliceTruthTable(), FD_plots(), bsf::BremShowerFilter.filter(), get_eventlist(), get_eventlist2020(), get_eventslist(), caf::Proxy< caf::SRMichelE >.operator=(), caf::Proxy< caf::StandardRecord >.operator=(), dif::DiFShowerFinder.produce(), me::SlcME.SetParentSlc(), ana::MichelTaggingSyst2020.Shift(), ana::MichelTaggingSyst2018.Shift(), and cheat::BackTracker.SliceToOrderedNuIds().

string PandAna.Demos.tute_pid_validation.specid = 'cvn_%s_%s_%s'

Definition at line 149 of file tute_pid_validation.py.

PandAna.Demos.tute_pid_validation.specs = {}

Definition at line 144 of file tute_pid_validation.py.

Referenced by ana.AddErrorInQuadrature(), datamc(), ana::CovMxSurface.DrawSurfacePoint(), DrawSurfacePoint(), ana::ISurface.GetGraphs(), art::detail::LibraryInfo.LibraryInfo(), ana::CovMxSurface.LoadFrom(), ana::Multiverse.LoadFrom(), ana::DataMCPair.LoadFrom(), MakeFakeData(), mcTruthPredictions(), median_contours(), and ana::Multiverse.Transform().

PandAna.Demos.tute_pid_validation.tables = loader(definition, limit=args.limit, stride=args.stride, offset=args.offset)

Definition at line 141 of file tute_pid_validation.py.

PandAna.Demos.tute_pid_validation.title

Definition at line 180 of file tute_pid_validation.py.

string PandAna.Demos.tute_pid_validation.trueEid = 'trueE_%s_%s_%s'

Definition at line 151 of file tute_pid_validation.py.

string PandAna.Demos.tute_pid_validation.trueYid = 'trueY_%s_%s_%s'

Definition at line 153 of file tute_pid_validation.py.

dictionary PandAna.Demos.tute_pid_validation.truth_cuts = {}

Definition at line 102 of file tute_pid_validation.py.

PandAna.Demos.tute_pid_validation.type

Definition at line 126 of file tute_pid_validation.py.

list PandAna.Demos.tute_pid_validation.var = ['rec.sel.cvnloosepreselptp', 'rec.sel.cvnoldpresel']

Definition at line 17 of file tute_pid_validation.py.

Referenced by stan::math.acos(), stan::math.acosh(), Analyse_GetEfficiency(), Analyse_GetEfficiency_UseNEntries(), Analyse_OverlayStudies(), stan::math.asin(), stan::math.asinh(), stan::math.atan(), stan::math.atan2(), stan::math.atanh(), attenuation_calibration_comparisons(), attenuation_calibration_comparisons_withfb(), stan::math.autocovariance(), lem::MakePID.AvgAndFit(), avgefficiency(), ana::BayesianMarginal.BayesianMarginal(), stan::math.bessel_first_kind(), stan::math.bessel_second_kind(), stan::math.binary_log_loss(), stan::math::operands_and_partials< Op1, Op2, Op3, Op4, Op5, var >.build(), caf_numu_fd_validation_data(), caf_numu_fd_validation_MC(), caf_numu_fd_validation_MC_no_tau(), CalculateSyst(), stan::math.cbrt(), stan::math.ceil(), stan::math.columns_dot_product(), stan::math.columns_dot_self(), calib::AttenuationFit.ConsolidateViews(), stan::math.cos(), stan::math.cosh(), ana::CovMxSurface.CovMxSurface(), ana::StanFitter.DecodePars(), demoFitContours(), demoFitSlices(), stan::math.determinant(), DiagonalErrors(), stan::math.digamma(), Eigen::NumTraits< stan::math::var >.digits10(), stan::math.dot_product(), stan::math.dot_self(), drawLongTerm(), drawTimePlots(), drawVsPOT(), eff_plots(), ana.Efficiency(), efficiency(), efficiencySA(), stan::math.erf(), stan::math.erfc(), stan::math.exp(), stan::math.exp2(), stan::math.expm1(), stan::math.fabs(), fake_future_data(), FD_plots(), stan::math.fdim(), beamlinereco::WCTrackAlg.findTheHitPositions(), ana::StanFitter.FitHelperSeeded(), stan::math.floor(), stan::math.fma(), stan::math.fmax(), stan::math.fmin(), stan::math.fmod(), stan::math.gamma_p(), stan::math.gamma_q(), ana::StanFitter.get_param_names(), getBatch(), getBNBPlots(), ana::SystShifts.GetShift(), rsim::ReadoutSim.GetSmearedPE(), ifdb::IFDBSpillInfo.GetStats(), GetSurf(), goodness_of_fit(), stan::math.grad_inc_beta(), ana.HistAxisFromNuTruthHistAxis(), ana::MCMCSamples.Hyperparams(), stan::math.hypot(), stan::math.ibeta(), stan::math.if_else(), stan::math.inc_beta(), caf::CAFMaker.InitializeOutfile(), stan::math.integrate_1d(), stan::math.inv(), stan::math.inv_cloglog(), stan::math.inv_logit(), stan::math.inv_Phi(), stan::math.inv_sqrt(), stan::math.inv_square(), joint_fit_2017_slices(), joint_fit_2018_contours(), joint_fit_2018_slices(), joint_fit_2019_bestfit(), joint_fit_2019_contours(), joint_fit_2019_slices(), joint_fit_future_bestfit_univ(), joint_fit_future_contour_univ(), jointsensitivity(), stan::math.lgamma(), stan::math.lmgamma(), ana::PredictionSyst3Flavor2020.LoadNuePtExtrapPred(), stan::math.log(), stan::math.log10(), stan::math.log1m(), stan::math.log1m_exp(), stan::math.log1m_inv_logit(), stan::math.log1p(), stan::math.log1p_exp(), stan::math.log2(), stan::math.log_determinant(), stan::math.log_determinant_ldlt(), stan::math.log_determinant_spd(), stan::math.log_diff_exp(), stan::math.log_falling_factorial(), stan::math.log_inv_logit(), stan::math.log_inv_logit_diff(), ana::StanFitter.log_prob(), stan::model.log_prob_grad(), stan::model.log_prob_propto(), stan::math.log_rising_factorial(), stan::math.log_softmax(), stan::math.log_sum_exp(), stan::math.logit(), make_DataMCComp_numu(), make_eff_plots_areaNorm(), make_mass_and_oct_fc_input_2019(), Make_NuMuCC_Inc_XS_v2(), make_pi0_xcheck(), make_pid(), MakeLegend(), MakeMaps(), makePIDCutTuning(), ana::MCMCSamples.MarginalizeTo(), MarshaledG4VHitsCollection.marshal1(), MarshaledG4VHitsCollection.marshal2(), stan::math.modified_bessel_first_kind(), stan::math.modified_bessel_second_kind(), MRDiFStudy_FHC_Step2(), MRDiFStudy_RHC_Step2(), stan::math.multiply_log(), stan::math.multiply_lower_tri_self_transpose(), ND_DataMC(), nuCrystalBall(), stan::math.operator*(), stan::math.operator+(), stan::math.operator-(), stan::math.operator/(), OverlayGenerators(), stan::math.owens_t(), stan::math.Phi(), stan::math.Phi_approx(), pi0_xcheck(), plot_3flavor_withsysts(), plot_DataMCComp_numu(), plot_joint_fit_2020_slices(), plot_ND_DataMC(), plot_ND_DataMC_energybinning(), plot_prediction_systs(), PlotCovariance(), PlotGenRatios(), PlotUnfolding(), stan::math.pow(), prod4_pid(), ana.Profile(), stan::math.round(), stan::math.rows_dot_product(), Eigen::internal::general_matrix_vector_product< Index, stan::math::var, ColMajor, ConjugateLhs, stan::math::var, ConjugateRhs >.run(), Eigen::internal::general_matrix_vector_product< Index, stan::math::var, RowMajor, ConjugateLhs, stan::math::var, ConjugateRhs >.run(), run_joint_fit_2020_bestfit(), run_joint_fit_2020_contours(), run_joint_fit_2020_slices(), ana::MCMCSamples.SampleValue(), ana::BayesianMarginal.SaveTo(), ana::MCMCSamples.SaveTo(), sensitivity2018(), sensitivity2020(), mono::Track.set(), ana::BayesianMarginal.SetupKNN(), ana::MCMCSamples.SetupTree(), stan::math.sin(), stan::math.sinh(), stan::math.softmax(), specprod_numuccinc(), specprod_systematics(), ana::SpectrumLoaderNuTreeSpillCuts.SpectrumLoaderNuTreeSpillCuts(), stan::math.sqrt(), stan::math.square(), stan::math.squared_distance(), stan::math.step(), ana::MCMCSample.Systs(), genie::NtpMCJobEnv.TakeSnapshot(), stan::math.tan(), stan::math.tanh(), stan::math.tcrossprod(), TEST(), test_stanfit_withsysts(), stan::math.tgamma(), timingPeak(), stan::math.to_var(), ana::BayesianMarginal.ToHistogram(), ana.TopHatPriorInFitVar(), stan::math.trace_gen_inv_quad_form_ldlt(), stan::math.trace_gen_quad_form(), stan::math.trace_inv_quad_form_ldlt(), stan::math.trace_quad_form(), ana::StanFitter.transform_inits(), stan::math.trunc(), Tutorial2019Fit(), Tutorial2019FitContours(), Tutorial2019FitSlices(), stan::math.unit_vector_constrain(), MarshaledG4VHitsCollection.unmarshal1(), MarshaledG4VHitsCollection.unmarshal2(), ana::MCMCSample.Val(), validationscript(), ana::MCMCSamples.VarOffset(), ana::CovMxSurface.~CovMxSurface(), FDPredictionHandler.~FDPredictionHandler(), and NDPredictionHandler.~NDPredictionHandler().

PandAna.Demos.tute_pid_validation.weight

Definition at line 150 of file tute_pid_validation.py.