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(), genie::Registry.GetItemMap(), 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(), 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(), 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.

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::Proxy< caf::SRMichelE >.CheckEquals(), caf::Proxy< caf::StandardRecord >.CheckEquals(), flat::Flat< caf::SRMichelE >.Clear(), flat::Flat< caf::StandardRecord >.Clear(), ana.constructBPFPng3dVar(), caf::CAFMaker.drawSliceTruthTable(), FD_plots(), flat::Flat< caf::SRMichelE >.Fill(), flat::Flat< caf::StandardRecord >.Fill(), 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(), DrawSurfacePoint(), effPurityStudies(), ana::ISurface.GetGraphs(), art::detail::LibraryInfo.LibraryInfo(), ana::Multiverse.LoadFrom(), ana::DataMCPair.LoadFrom(), 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.

PandAna.Demos.tute_pid_validation.weight

Definition at line 150 of file tute_pid_validation.py.