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Roofit pythonizations

RooAbsCollection

See also
RooAbsCollection

Some member functions of RooAbsCollection that take a RooCmdArg as argument also support keyword arguments. So far, this applies to RooAbsCollection::printLatex. For example, the following code is equivalent in PyROOT:

# Directly passing a RooCmdArg:
params.printLatex(ROOT.RooFit.Sibling(initParams), ROOT.RooFit.Columns(2))
# With keyword arguments:
params.printLatex(Sibling=initParams, Columns =2)

RooAbsCollection.printLatex

The RooAbsCollection::printLatex() function is pythonized with the command argument pythonization. The keywords must correspond to the CmdArgs of the function.

See also
RooAbsCollection::printLatex(const RooCmdArg& arg1, const RooCmdArg& arg2, const RooCmdArg& arg3, const RooCmdArg& arg4, const RooCmdArg& arg5, const RooCmdArg& arg6, const RooCmdArg& arg7, const RooCmdArg& arg8) const

RooAbsData

See also
RooAbsData

Some member functions of RooAbsData that take a RooCmdArg as argument also support keyword arguments. This applies to RooAbsData::plotOn, RooAbsData::createHistogram, RooAbsData::reduce, RooAbsData::statOn. For example, the following code is equivalent in PyROOT:

# Directly passing a RooCmdArg:
data.plotOn(frame, ROOT.RooFit.CutRange("r1"))
# With keyword arguments:
data.plotOn(frame, CutRange="r1")

RooAbsData.createHistogram

The RooAbsData::createHistogram() function is pythonized with the command argument pythonization. The keywords must correspond to the CmdArgs of the function.

See also
RooAbsData::createHistogram(const char *name, const RooAbsRealLValue& xvar, const RooCmdArg& arg1, const RooCmdArg& arg2, const RooCmdArg& arg3, const RooCmdArg& arg4, const RooCmdArg& arg5, const RooCmdArg& arg6, const RooCmdArg& arg7, const RooCmdArg& arg8) const

RooAbsData.plotOn

The RooAbsData::plotOn() function is pythonized with the command argument pythonization. The keywords must correspond to the CmdArgs of the function.

See also
RooAbsData::plotOn(RooPlot* frame, const RooCmdArg& arg1, const RooCmdArg& arg2, const RooCmdArg& arg3, const RooCmdArg& arg4, const RooCmdArg& arg5, const RooCmdArg& arg6, const RooCmdArg& arg7, const RooCmdArg& arg8) const

RooAbsData.reduce

The RooAbsData::reduce() function is pythonized with the command argument pythonization. The keywords must correspond to the CmdArgs of the function.

See also
RooAbsData::reduce(const RooCmdArg& arg1,const RooCmdArg& arg2, const RooCmdArg& arg3,const RooCmdArg& arg4, const RooCmdArg& arg5,const RooCmdArg& arg6, const RooCmdArg& arg7,const RooCmdArg& arg8)

RooAbsData.statOn

The RooAbsData::statOn() function is pythonized with the command argument pythonization. The keywords must correspond to the CmdArgs of the function.

See also
RooAbsData::statOn(RooPlot* frame, const RooCmdArg& arg1, const RooCmdArg& arg2, const RooCmdArg& arg3, const RooCmdArg& arg4, const RooCmdArg& arg5, const RooCmdArg& arg6, const RooCmdArg& arg7, const RooCmdArg& arg8)

RooAbsPdf

See also
RooAbsPdf

Some member functions of RooAbsPdf that take a RooCmdArg as argument also support keyword arguments. So far, this applies to RooAbsPdf::fitTo, RooAbsPdf::plotOn, RooAbsPdf::generate, RooAbsPdf::paramOn, RooAbsPdf::createCdf, RooAbsPdf::generateBinned, RooAbsPdf::createChi2, RooAbsPdf::prepareMultiGen and RooAbsPdf::createNLL. For example, the following code is equivalent in PyROOT:

# Directly passing a RooCmdArg:
pdf.fitTo(data, ROOT.RooFit.Range("r1"))
# With keyword arguments:
pdf.fitTo(data, Range="r1")

RooAbsPdf.createCdf

The RooAbsPdf::createCdf() function is pythonized with the command argument pythonization. The keywords must correspond to the CmdArgs of the function.

See also
RooAbsPdf::createCdf(const RooArgSet& iset, const RooCmdArg& arg1, const RooCmdArg& arg2, const RooCmdArg& arg3, const RooCmdArg& arg4, const RooCmdArg& arg5, const RooCmdArg& arg6, const RooCmdArg& arg7, const RooCmdArg& arg8)

RooAbsPdf.createChi2

The RooAbsPdf::createChi2() function is pythonized with the command argument pythonization. The keywords must correspond to the CmdArgs of the function.

See also
RooAbsPdf::createChi2(RooDataHist& data, const RooCmdArg& arg1, const RooCmdArg& arg2, const RooCmdArg& arg3, const RooCmdArg& arg4, const RooCmdArg& arg5, const RooCmdArg& arg6, const RooCmdArg& arg7, const RooCmdArg& arg8)

RooAbsPdf.createNLL

The RooAbsPdf::createNLL() function is pythonized with the command argument pythonization. The keywords must correspond to the CmdArgs of the function.

See also
RooAbsPdf::createNLL(RooAbsData&, const RooLinkedList&)

RooAbsPdf.fitTo

The RooAbsPdf::fitTo() function is pythonized with the command argument pythonization. The keywords must correspond to the CmdArgs of the function.

See also
RooAbsPdf::fitTo(RooAbsData&, const RooLinkedList&)

RooAbsPdf.generate

The RooAbsPdf::generate() function is pythonized with the command argument pythonization. The keywords must correspond to the CmdArgs of the function.

See also
RooAbsPdf::generate(const RooArgSet &whatVars, const RooCmdArg& arg1,const RooCmdArg& arg2, const RooCmdArg& arg3,const RooCmdArg& arg4, const RooCmdArg& arg5,const RooCmdArg& arg6)

RooAbsPdf.generateBinned

The RooAbsPdf::generateBinned() function is pythonized with the command argument pythonization. The keywords must correspond to the CmdArgs of the function.

See also
RooAbsPdf::generateBinned(const RooArgSet &whatVars, const RooCmdArg& arg1,const RooCmdArg& arg2, const RooCmdArg& arg3,const RooCmdArg& arg4, const RooCmdArg& arg5,const RooCmdArg& arg6) const

RooAbsPdf.paramOn

The RooAbsPdf::paramOn() function is pythonized with the command argument pythonization. The keywords must correspond to the CmdArgs of the function.

See also
RooAbsPdf::paramOn(RooPlot* frame, const RooCmdArg& arg1, const RooCmdArg& arg2, const RooCmdArg& arg3, const RooCmdArg& arg4, const RooCmdArg& arg5, const RooCmdArg& arg6, const RooCmdArg& arg7, const RooCmdArg& arg8)

RooAbsPdf.plotOn

The RooAbsPdf::plotOn() function is pythonized with the command argument pythonization. The keywords must correspond to the CmdArgs of the function.

See also
RooAbsPdf::plotOn(RooPlot* frame, const RooCmdArg& arg1, const RooCmdArg& arg2, const RooCmdArg& arg3, const RooCmdArg& arg4, const RooCmdArg& arg5, const RooCmdArg& arg6, const RooCmdArg& arg7, const RooCmdArg& arg8, const RooCmdArg& arg9, const RooCmdArg& arg10) const

RooAbsPdf.prepareMultiGen

The RooAbsPdf::prepareMultiGen() function is pythonized with the command argument pythonization. The keywords must correspond to the CmdArgs of the function.

See also
RooAbsPdf::prepareMultiGen(const RooArgSet &whatVars, const RooCmdArg& arg1,const RooCmdArg& arg2, const RooCmdArg& arg3,const RooCmdArg& arg4, const RooCmdArg& arg5,const RooCmdArg& arg6)

RooAbsReal

See also
RooAbsReal

Some member functions of RooAbsReal that take a RooCmdArg as argument also support keyword arguments. So far, this applies to RooAbsReal::plotOn, RooAbsReal::createHistogram, RooAbsReal::chi2FitTo, RooAbsReal::createChi2, RooAbsReal::createRunningIntegral and RooAbsReal::createIntegral For example, the following code is equivalent in PyROOT:

# Directly passing a RooCmdArg:
var.plotOn(frame, ROOT.RooFit.Components("background"))
# With keyword arguments:
var.plotOn(frame, Components="background")

RooAbsReal.chi2FitTo

The RooAbsReal::chi2FitTo() function is pythonized with the command argument pythonization. The keywords must correspond to the CmdArgs of the function.

See also
RooAbsReal::chi2FitTo(RooDataSet& xydata, const RooCmdArg& arg1, const RooCmdArg& arg2, const RooCmdArg& arg3, const RooCmdArg& arg4, const RooCmdArg& arg5, const RooCmdArg& arg6, const RooCmdArg& arg7, const RooCmdArg& arg8)

RooAbsReal.createChi2

The RooAbsReal::createChi2() function is pythonized with the command argument pythonization. The keywords must correspond to the CmdArgs of the function.

See also
RooAbsReal::createChi2(RooDataHist& data, const RooCmdArg& arg1, const RooCmdArg& arg2, const RooCmdArg& arg3, const RooCmdArg& arg4, const RooCmdArg& arg5, const RooCmdArg& arg6, const RooCmdArg& arg7, const RooCmdArg& arg8)

RooAbsReal.createHistogram

The RooAbsReal::createHistogram() function is pythonized with the command argument pythonization. The keywords must correspond to the CmdArgs of the function.

See also
RooAbsReal::createHistogram(const char *name, const RooAbsRealLValue& xvar, const RooCmdArg& arg1, const RooCmdArg& arg2, const RooCmdArg& arg3, const RooCmdArg& arg4, const RooCmdArg& arg5, const RooCmdArg& arg6, const RooCmdArg& arg7, const RooCmdArg& arg8) const

RooAbsReal.createIntegral

The RooAbsReal::createIntegral() function is pythonized with the command argument pythonization. The keywords must correspond to the CmdArgs of the function.

See also
RooAbsReal::createIntegral(const RooArgSet& iset, const RooCmdArg& arg1, const RooCmdArg& arg2, const RooCmdArg& arg3, const RooCmdArg& arg4, const RooCmdArg& arg5, const RooCmdArg& arg6, const RooCmdArg& arg7, const RooCmdArg& arg8) const

RooAbsReal.createRunningIntegral

The RooAbsReal::createRunningIntegral() function is pythonized with the command argument pythonization. The keywords must correspond to the CmdArgs of the function.

See also
RooAbsReal::createRunningIntegral(const RooArgSet& iset, const RooCmdArg& arg1, const RooCmdArg& arg2, const RooCmdArg& arg3, const RooCmdArg& arg4, const RooCmdArg& arg5, const RooCmdArg& arg6, const RooCmdArg& arg7, const RooCmdArg& arg8)

RooAbsReal.plotOn

The RooAbsReal::plotOn() function is pythonized with the command argument pythonization. The keywords must correspond to the CmdArgs of the function.

See also
RooAbsReal::plotOn(RooPlot* frame, const RooCmdArg& arg1, const RooCmdArg& arg2, const RooCmdArg& arg3, const RooCmdArg& arg4, const RooCmdArg& arg5, const RooCmdArg& arg6, const RooCmdArg& arg7, const RooCmdArg& arg8, const RooCmdArg& arg9, const RooCmdArg& arg10) const

RooAbsRealLValue

See also
RooAbsRealLValue

Some member functions of RooAbsRealLValue that take a RooCmdArg as argument also support keyword arguments. So far, this applies to RooAbsRealLValue::createHistogram and RooAbsRealLValue::frame. For example, the following code is equivalent in PyROOT:

# Directly passing a RooCmdArg:
frame = x.frame(ROOT.RooFit.Name("xframe"), ROOT.RooFit.Title("RooPlot with decorations"), ROOT.RooFit.Bins(40))
# With keyword arguments:
frame = x.frame(Name="xframe", Title="RooPlot with decorations", Bins=40)

RooAbsRealLValue.createHistogram

The RooAbsRealLValue::createHistogram() function is pythonized with the command argument pythonization. The keywords must correspond to the CmdArgs of the function.

See also
RooAbsRealLValue::createHistogram(const char *name, const RooCmdArg& arg1, const RooCmdArg& arg2, const RooCmdArg& arg3, const RooCmdArg& arg4, const RooCmdArg& arg5, const RooCmdArg& arg6, const RooCmdArg& arg7, const RooCmdArg& arg8) const

RooAbsRealLValue.frame

The RooAbsRealLValue::frame() function is pythonized with the command argument pythonization. The keywords must correspond to the CmdArgs of the function.

See also
RooAbsRealLValue::frame(const RooCmdArg& arg1, const RooCmdArg& arg2, const RooCmdArg& arg3, const RooCmdArg& arg4, const RooCmdArg& arg5, const RooCmdArg& arg6, const RooCmdArg& arg7, const RooCmdArg& arg8) const

RooArgSet

See also
RooArgSet

RooArgSet.__init__

Pythonization of RooArgSet constructor to support implicit conversion from Python sets.

RooBCPGenDecay

See also
RooBCPGenDecay

RooBCPGenDecay.__init__

The RooBCPGenDecay constructor is pythonized with enum values.

See also
RooBCPGenDecay(const char *name, const char *title, RooRealVar& t, RooAbsCategory& tag, RooAbsReal& tau, RooAbsReal& dm, RooAbsReal& avgMistag, RooAbsReal& a, RooAbsReal& b, RooAbsReal& delMistag, RooAbsReal& mu, const RooResolutionModel& model, DecayType type)

RooBCPEffDecay

See also
RooBCPEffDecay

RooBCPEffDecay.__init__

The RooBCPEffDecay constructor is pythonized with enum values.

See also
RooBCPEffDecay(const char *name, const char *title, RooRealVar& t, RooAbsCategory& tag, RooAbsReal& tau, RooAbsReal& dm, RooAbsReal& avgMistag, RooAbsReal& CPeigenval, RooAbsReal& a, RooAbsReal& b, RooAbsReal& effRatio, RooAbsReal& delMistag, const RooResolutionModel& model, DecayType type)

RooBDecay

See also
RooBDecay

RooBDecay.__init__

The RooBDecay constructor is pythonized with enum values.

See also
RooBDecay(const char *name, const char *title, RooRealVar& t, RooAbsReal& tau, RooAbsReal& dgamma, RooAbsReal& f0, RooAbsReal& f1, RooAbsReal& f2, RooAbsReal& f3, RooAbsReal& dm, const RooResolutionModel& model, DecayType type)

RooBMixDecay

See also
RooBMixDecay

RooBMixDecay.__init__

The RooBMixDecay constructor is pythonized with enum values.

See also
RooBMixDecay(const char *name, const char *title, RooRealVar& t, RooAbsCategory& mixState, RooAbsCategory& tagFlav, RooAbsReal& tau, RooAbsReal& dm, RooAbsReal& mistag, RooAbsReal& delMistag, const RooResolutionModel& model, DecayType type)

RooCategory

See also
RooCategory

Constructor of RooCategory takes a map as an argument also supports python dictionaries. For example, the following code is equivalent in PyROOT:

# Default bindings :
mixState = ROOT.RooCategory("mixState", "B0/B0bar mixing state")
mixState.defineType("mixed", -1)
mixState.defineType("unmixed", 1)
# With pythonization :
mixState = ROOT.RooCategory("mixState", "B0/B0bar mixing state", {"mixed" : -1, "unmixed" : 1})

RooCategory.__init__

The RooCategory constructor is pythonized for converting python dict to std::map. The instances in the dict must correspond to the template argument in std::map of the constructor.

See also
RooCategory(const char* name, const char* title, const std::map<std::string, int>& allowedStates)

RooChi2Var

See also
RooChi2Var

Constructor of RooChi2Var takes a RooCmdArg as argument also supports keyword arguments.

RooChi2Var.__init__

The RooCategory constructor is pythonized for converting python dict to std::map. The keywords must correspond to the CmdArg of the constructor function.

See also
RooChi2Var(const char* name, const char* title, RooAbsReal& func, RooDataHist& data, const RooCmdArg& arg1, const RooCmdArg& arg2,const RooCmdArg& arg3, const RooCmdArg& arg4, const RooCmdArg& arg5,const RooCmdArg& arg6, const RooCmdArg& arg7, const RooCmdArg& arg8,const RooCmdArg& arg9)
RooChi2Var(const char* name, const char* title, RooAbsPdf& pdf, RooDataHist& data, const RooCmdArg& arg1, const RooCmdArg& arg2,const RooCmdArg& arg3, const RooCmdArg& arg4, const RooCmdArg& arg5,const RooCmdArg& arg6, const RooCmdArg& arg7, const RooCmdArg& arg8,const RooCmdArg& arg9)

RooDataHist

See also
RooDataHist

Constructor of RooDataHist takes a RooCmdArg as argument also supports keyword arguments. For example, the following code is equivalent in PyROOT:

# Directly passing a RooCmdArg:
dh = ROOT.RooDataHist("dh", "dh", ROOT.RooArgList(x), ROOT.RooFit.Import("SampleA", histo))
# With keyword arguments:
dh = ROOT.RooDataHist("dh", "dh", ROOT.RooArgList(x), Import=("SampleA", histo))

RooDataHist.__init__

The RooDataHist constructor is pythonized with the command argument pythonization and for converting python dict to std::map. The keywords must correspond to the CmdArg of the constructor function. The instances in dict must correspond to the template argument in std::map of the constructor.

See also
RooDataHist(std::string_view name, std::string_view title, const RooArgList& vars, RooCategory& indexCat, std::map<std::string,TH1*> histMap, Double_t initWgt)
RooDataHist(std::string_view name, std::string_view title, const RooArgList& vars, RooCategory& indexCat, std::map<std::string,RooDataHist*> dhistMap, Double_t wgt)

RooDataHist.from_numpy

Create a RooDataHist from numpy arrays.

Note: The argument stucture was inspired by numpy.histogramdd.

Args: hist_weights (numpy.ndarray): The multidimensional histogram bin weights. bins (list): The bin specification, where each element is either: a numpy array describing the monotonically increasing bin edges along each dimension. a scalar value for the number of bins (in this case, the corresponding item in the ranges argument must be filled) None for a category dimension or if you want to use the default binning of the RooFit variable variables (RooArgSet, or list/tuple of RooAbsArgs): Specification of the variables in the RooDataHist, will be forwarded to the RooDataHist constructor. Both real values and categories are supported. ranges (list): An optional list specifying the variable range limits. Each element is either: None if a full bin edges array is given to bins or for a category dimension a tuple with two values corresponding to the minimum and maximum values weights_squared_sum (numpy.ndarray): The sum of squared weights of the original samples that were used to fill the histogram. If the input weights are from a weighted histogram, this parameter is no longer optional. name (str): Name of the RooDataSet, None is equivalent to an empty string. title (str): Title of the RooDataSet, None is equivalent to an empty string.

Returns: RooDataHist

RooDataHist.to_numpy

Converts the weights and bin edges of a RooDataHist to numpy arrays.

Note: The output stucture was inspired by numpy.histogramdd.

Returns: weight (numpy.ndarray): The weights for each histrogram bin. bin_edges (list): A list of n_dim arrays describing the bin edges for each dimension. For dimensions of category types, the list element is None.

RooDataSet

See also
RooDataSet

Some member functions of RooDataSet that take a RooCmdArg as argument also support keyword arguments. So far, this applies to RooDataSet() constructor and RooDataSet::plotOnXY. For example, the following code is equivalent in PyROOT:

# Directly passing a RooCmdArg:
dxy = ROOT.RooDataSet("dxy", "dxy", ROOT.RooArgSet(x, y), ROOT.RooFit.StoreError(ROOT.RooArgSet(x, y)))
# With keyword arguments:
dxy = ROOT.RooDataSet("dxy", "dxy", ROOT.RooArgSet(x, y), StoreError=(ROOT.RooArgSet(x, y)))

RooDataSet.__init__

The RooDataSet constructor is pythonized with the command argument pythonization. The keywords must correspond to the CmdArgs of the constructor.

See also
RooDataSet(std::string_view name, std::string_view title, const RooArgSet& vars, const RooCmdArg& arg1, const RooCmdArg& arg2, const RooCmdArg& arg3, const RooCmdArg& arg4,const RooCmdArg& arg5, const RooCmdArg& arg6,const RooCmdArg& arg7,const RooCmdArg& arg8)

RooDataSet.from_numpy

Create a RooDataSet from a dictionary of numpy arrays. Args: data (dict): Dictionary with strings as keys and numpy arrays as values, to be imported into the RooDataSet. variables (RooArgSet, or list/tuple of RooAbsArgs): Specification of the variables in the RooDataSet, will be forwarded to the RooDataSet constructor. Both real values and categories are supported. name (str): Name of the RooDataSet, None is equivalent to an empty string. title (str): Title of the RooDataSet, None is equivalent to an empty string. weight_name (str): Key of the array in data that will be used for the dataset weights.

Returns: RooDataSet

RooDataSet.from_pandas

Create a RooDataSet from a pandas DataFrame. Args: df (pandas.DataFrame): Pandas DataFrame to import. variables (RooArgSet, or list/tuple of RooAbsArgs): Specification of the variables in the RooDataSet, will be forwarded to the RooDataSet constructor. Both real values and categories are supported. name (str): Name of the RooDataSet, None is equivalent to an empty string. title (str): Title of the RooDataSet, None is equivalent to an empty string. weight_name (str): Key of the array in data that will be used for the dataset weights.

Returns: RooDataSet

RooDataSet.plotOnXY

The RooDataSet::plotOnXY() function is pythonized with the command argument pythonization. The keywords must correspond to the CmdArgs of the function.

See also
RooDataSet::plotOnXY(RooPlot* frame, const RooCmdArg& arg1, const RooCmdArg& arg2, const RooCmdArg& arg3, const RooCmdArg& arg4, const RooCmdArg& arg5, const RooCmdArg& arg6, const RooCmdArg& arg7, const RooCmdArg& arg8) const

RooDataSet.to_numpy

Export a RooDataSet to a dictinary of numpy arrays.

Args: copy (bool): If False, the data will not be copied. Use with caution, as the numpy arrays and the RooAbsData now own the same memory. If the dataset uses a RooTreeDataStore, there will always be a copy and the copy argument is ignored.

Returns: dict: A dictionary with the variable or weight names as keys and the numpy arrays as values.

RooDataSet.to_pandas

Export a RooDataSet to a pandas DataFrame.

Args:

Note: Pandas copies the data from the numpy arrays when creating a DataFrame. That's why we can disable copying in the to_numpy call.

Returns: pandas.DataFrame: A dataframe with the variable or weight names as column names and the a row for each variable or weight in the dataset.

RooDecay

See also
RooDecay

Some constructors of classes like RooDecay, RooBDecay, RooBCPGenDecay, RooBCPEffDecay and RooBMixDecay that take an enum DecayType as argument also support keyword arguments. For example, the following code is equivalent in PyROOT:

# Directly passing keyword argument with string corresponding to enum value name:
decay_tm = ROOT.RooDecay("decay_tm", "decay", dt, tau, tm, ROOT.RooDecay.DoubleSided)
# With enum value:
decay_tm = ROOT.RooDecay("decay_tm", "decay", dt, tau, tm, type="DoubleSided")

RooDecay.__init__

The RooDecay constructor is pythonized with enum values.

See also
RooDecay(const char *name, const char *title, RooRealVar& t, RooAbsReal& tau, const RooResolutionModel& model, DecayType type)

RooGenFitStudy

See also
RooGenFitStudy

Some member functions of RooGenFitStudy that take a RooCmdArg as argument also support keyword arguments. So far, this applies to RooGenFitStudy::setGenConfig.

RooGenFitStudy.setGenConfig

The RooGenFitStudy::setGenConfig() function is pythonized with the command argument pythonization. The keywords must correspond to the CmdArg of the function.

See also
RooGenFitStudy::setGenConfig(const char* pdfName, const char* obsName, const RooCmdArg& arg1, const RooCmdArg& arg2,const RooCmdArg& arg3)
RooGenFitStudy::setFitConfig(const char* pdfName, const char* obsName, const RooCmdArg& arg1,const RooCmdArg& arg2,const RooCmdArg& arg3)

RooJSONFactoryWSTool

See also
RooJSONFactoryWSTool

RooJSONFactoryWSTool.gendoc

Generate the importer and exporter documentation.

RooJSONFactoryWSTool.writedoc

Write the importer and exporter documentation as LaTeX code.

RooMCStudy

See also
RooMCStudy

Some member functions of RooMCStudy that take a RooCmdArg as argument also support keyword arguments. So far, this applies to constructor RooMCStudy(), RooMCStudy::plotParamOn, RooMCStudy::plotParam, RooMCStudy::plotNLL, RooMCStudy::plotError and RooMCStudy::plotPull. For example, the following code is equivalent in PyROOT:

# Directly passing a RooCmdArg:
frame3 = mcstudy.plotPull(mean, ROOT.RooFit.Bins(40), ROOT.RooFit.FitGauss(True))
# With keyword arguments:
frame3 = mcstudy.plotPull(mean, Bins=40, FitGauss=True)

RooMCStudy.__init__

The RooMCStudy constructor is pythonized with the command argument pythonization. The keywords must correspond to the CmdArg of the constructor function.

See also
RooMCStudy(const RooAbsPdf& model, const RooArgSet& observables, const RooCmdArg& arg1, const RooCmdArg& arg2, const RooCmdArg& arg3, const RooCmdArg& arg4, const RooCmdArg& arg5, const RooCmdArg& arg6, const RooCmdArg& arg7, const RooCmdArg& arg8)

RooMCStudy.plotError

The RooMCStudy::plotError() function is pythonized with the command argument pythonization. The keywords must correspond to the CmdArg of the function.

See also
RooMCStudy::plotError(const RooRealVar& param, const RooCmdArg& arg1, const RooCmdArg& arg2, const RooCmdArg& arg3, const RooCmdArg& arg4, const RooCmdArg& arg5, const RooCmdArg& arg6, const RooCmdArg& arg7, const RooCmdArg& arg8)

RooMCStudy.plotNLL

The RooMCStudy::plotNLL() function is pythonized with the command argument pythonization. The keywords must correspond to the CmdArg of the function.

See also
RooMCStudy::plotNLL(const RooCmdArg& arg1, const RooCmdArg& arg2, const RooCmdArg& arg3, const RooCmdArg& arg4, const RooCmdArg& arg5, const RooCmdArg& arg6, const RooCmdArg& arg7, const RooCmdArg& arg8)

RooMCStudy.plotParam

The RooMCStudy::plotParam() function is pythonized with the command argument pythonization. The keywords must correspond to the CmdArg of the function.

See also
RooMCStudy::plotParam(const RooRealVar& param, const RooCmdArg& arg1, const RooCmdArg& arg2, const RooCmdArg& arg3, const RooCmdArg& arg4, const RooCmdArg& arg5, const RooCmdArg& arg6, const RooCmdArg& arg7, const RooCmdArg& arg8)
RooMCStudy::plotParam(const char* paramName, const RooCmdArg& arg1, const RooCmdArg& arg2, const RooCmdArg& arg3, const RooCmdArg& arg4, const RooCmdArg& arg5, const RooCmdArg& arg6, const RooCmdArg& arg7, const RooCmdArg& arg8)

RooMCStudy.plotParamOn

The RooMCStudy::plotParamOn() function is pythonized with the command argument pythonization. The keywords must correspond to the CmdArg of the function.

See also
RooMCStudy::plotParamOn(RooPlot* frame, const RooCmdArg& arg1, const RooCmdArg& arg2, const RooCmdArg& arg3, const RooCmdArg& arg4, const RooCmdArg& arg5, const RooCmdArg& arg6, const RooCmdArg& arg7, const RooCmdArg& arg8)

RooMCStudy.plotPull

The RooMCStudy::plotError() function is pythonized with the command argument pythonization. The keywords must correspond to the CmdArg of the function.

See also
RooMCStudy::plotPull(const RooRealVar& param, const RooCmdArg& arg1, const RooCmdArg& arg2, const RooCmdArg& arg3, const RooCmdArg& arg4, const RooCmdArg& arg5, const RooCmdArg& arg6, const RooCmdArg& arg7, const RooCmdArg& arg8)

RooMsgService

See also
RooMsgService

Some member functions of RooMsgService that take a RooCmdArg as argument also support keyword arguments. So far, this applies to RooMsgService::addStream. For example, the following code is equivalent in PyROOT:

# Directly passing a RooCmdArg:
ROOT.RooMsgService.instance().addStream(ROOT.RooFit.DEBUG, ROOT.RooFit.Topic(ROOT.RooFit.Tracing), ROOT.RooFit.ClassName("RooGaussian"))
# With keyword arguments:
ROOT.RooMsgService.instance().addStream(ROOT.RooFit.DEBUG, Topic = ROOT.RooFit.Tracing, ClassName = "RooGaussian")

RooMsgService.addStream

The RooMsgService::addStream() function is pythonized with the command argument pythonization. The keywords must correspond to the CmdArg of the function.

See also
RooMsgService::addStream(RooFit::MsgLevel level, const RooCmdArg& arg1, const RooCmdArg& arg2, const RooCmdArg& arg3, const RooCmdArg& arg4, const RooCmdArg& arg5, const RooCmdArg& arg6)

RooNLLVar

See also
RooNLLVar

RooNLLVar() constructor takes a RooCmdArg as argument also supports keyword arguments.

RooNLLVar.__init__

The RooNLLVar constructor is pythonized with the command argument pythonization. The keywords must correspond to the CmdArg of the constructor function.

See also
RooNLLVar(const char* name, const char* title, RooAbsPdf& pdf, RooAbsData& data, const RooCmdArg& arg1, const RooCmdArg& arg2,const RooCmdArg& arg3, const RooCmdArg& arg4, const RooCmdArg& arg5,const RooCmdArg& arg6, const RooCmdArg& arg7, const RooCmdArg& arg8,const RooCmdArg& arg9)

RooProdPdf

See also
RooProdPdf

RooProdPdf() constructor takes a RooCmdArg as argument also supports keyword arguments. For example, the following code is equivalent in PyROOT:

# Directly passing a RooCmdArg:
model = ROOT.RooProdPdf(
"model", "model", ROOT.RooArgSet(shapePdf), ROOT.RooFit.Conditional(ROOT.RooArgSet(effPdf), ROOT.RooArgSet(cut))
)
# With keyword arguments:
model = ROOT.RooProdPdf(
"model", "model", ROOT.RooArgSet(shapePdf), Conditional=(ROOT.RooArgSet(effPdf), ROOT.RooArgSet(cut))
)

RooProdPdf.__init__

The RooProdPdf constructor is pythonized with the command argument pythonization. The keywords must correspond to the CmdArgs of the constructor.

See also
RooProdPdf(const char* name, const char* title, const RooArgSet& fullPdfSet, const RooCmdArg& arg1 , const RooCmdArg& arg2, const RooCmdArg& arg3, const RooCmdArg& arg4, const RooCmdArg& arg5, const RooCmdArg& arg6, const RooCmdArg& arg7, const RooCmdArg& arg8)

RooRealVar

See also
RooRealVar

RooRealVar.bins

Return the binning of this RooRealVar as a numpy array.

RooSimultaneous

See also
RooSimultaneous

Some member functions of RooSimultaneous that take a RooCmdArg as argument also support keyword arguments. So far, this applies to RooSimultaneous::plotOn. For example, the following code is equivalent in PyROOT:

# Directly passing a RooCmdArg:
pdfSim.plotOn(frame, ROOT.RooFit.Slice(sample,"control"), ROOT.RooFit.ProjWData(sampleSet, combData))
# With keyword arguments:
simPdf.plotOn(frame, Slice=(sample, "control"), ProjWData=(sampleSet, combData))

RooSimultaneous.__init__

The RooSimultaneous constructor that takes a map of category names to PDFs is accepting a Python dictionary in Python.

See also
RooSimultaneous(const char name, const char *title, std::map<std::string,RooAbsPdf> pdfMap, RooAbsCategoryLValue& inIndexCat)

RooSimultaneous.plotOn

The RooSimultaneous::plotOn() function is pythonized with the command argument pythonization. The keywords must correspond to the CmdArgs of the function.

See also
RooSimultaneous::plotOn(RooPlot* frame, const RooCmdArg& arg1 , const RooCmdArg& arg2, const RooCmdArg& arg3, const RooCmdArg& arg4, const RooCmdArg& arg5, const RooCmdArg& arg6, const RooCmdArg& arg7, const RooCmdArg& arg8, const RooCmdArg& arg9, const RooCmdArg& arg10) const

RooSimWSTool

See also
RooSimWSTool

Some member functions of RooSimWSTool that take a RooCmdArg as argument also support keyword arguments. So far, this applies to RooSimWSTool::build. For example, the following code is equivalent in PyROOT:

# Directly passing a RooCmdArg:
sct.build("model_sim2", "model", ROOT.RooFit.SplitParam("p0", "c,d"))
# With keyword arguments:
sct.build("model_sim2", "model", SplitParam=("p0", "c,d"))

RooSimWSTool.build

The RooSimWSTool::build() function is pythonized with the command argument pythonization. The keywords must correspond to the CmdArgs of the function.

See also
RooSimWSTool::build(const char* simPdfName, const char* protoPdfName, const RooCmdArg& arg1,const RooCmdArg& arg2, const RooCmdArg& arg3,const RooCmdArg& arg4, const RooCmdArg& arg5,const RooCmdArg& arg6)

RooWorkspace

See also
RooWorkspace

The RooWorkspace::import function can't be used in PyROOT because import is a reserved python keyword. For this reason, an alternative with a capitalized name is provided:

workspace.Import(x)

RooWorkspace.Import

Support the C++ import() as Import() in python

See also
RooWorkspace::import(const RooAbsArg& arg, const RooCmdArg& arg1,const RooCmdArg& arg2,const RooCmdArg& arg3, const RooCmdArg& arg4,const RooCmdArg& arg5,const RooCmdArg& arg6, const RooCmdArg& arg7,const RooCmdArg& arg8,const RooCmdArg& arg9)
RooWorkspace::import(RooAbsData& data, const RooCmdArg& arg1,const RooCmdArg& arg2,const RooCmdArg& arg3, const RooCmdArg& arg4,const RooCmdArg& arg5,const RooCmdArg& arg6, const RooCmdArg& arg7,const RooCmdArg& arg8,const RooCmdArg& arg9)
RooWorkspace::import(const char *fileSpec, const RooCmdArg& arg1,const RooCmdArg& arg2,const RooCmdArg& arg3, const RooCmdArg& arg4,const RooCmdArg& arg5,const RooCmdArg& arg6, const RooCmdArg& arg7,const RooCmdArg& arg8,const RooCmdArg& arg9)

RooWorkspace.__init__

The RooWorkspace constructor is pythonized with the command argument pythonization. The keywords must correspond to the CmdArgs of the constructor.

See also
RooWorkspace::import(const RooAbsArg& arg, const RooCmdArg& arg1,const RooCmdArg& arg2,const RooCmdArg& arg3, const RooCmdArg& arg4,const RooCmdArg& arg5,const RooCmdArg& arg6, const RooCmdArg& arg7,const RooCmdArg& arg8,const RooCmdArg& arg9)

RooWorkspace.RooWorkspace_import

The RooWorkspace::import function can't be used in PyROOT because import is a reserved python keyword. So, Import() is used and pythonized with the command argument pythonization. The keywords must correspond to the CmdArg of the import() function.