hepstats.hypotests.calculators package

Module defining the base class for the calculators for statistical tests based on the likelyhood ratio.

Acronyms used in the code:

• nll = negative log-likehood, which is the value of the loss attribute of a calculator;

• obs = observed, i.e. measured on provided data.

Submodules

• hepstats.hypotests.calculators.asymptotic_calculator module
  • generate_asimov_hist()
  • generate_asimov_dataset()
  • AsymptoticCalculator
    • AsymptoticCalculator.UNBINNED_TO_BINNED_LOSS
    • AsymptoticCalculator.check_pois()
    • AsymptoticCalculator.asimov_dataset()
    • AsymptoticCalculator.asimov_loss()
    • AsymptoticCalculator.asimov_nll()
    • AsymptoticCalculator.pnull()
    • AsymptoticCalculator.qalt()
    • AsymptoticCalculator.palt()
    • AsymptoticCalculator.bestfit
    • AsymptoticCalculator.check_pois_compatibility()
    • AsymptoticCalculator.constraints
    • AsymptoticCalculator.data
    • AsymptoticCalculator.expected_pvalue()
    • AsymptoticCalculator.get_parameter()
    • AsymptoticCalculator.loss
    • AsymptoticCalculator.lossbuilder()
    • AsymptoticCalculator.minimizer
    • AsymptoticCalculator.model
    • AsymptoticCalculator.obs_nll()
    • AsymptoticCalculator.parameters
    • AsymptoticCalculator.pvalue()
    • AsymptoticCalculator.q()
    • AsymptoticCalculator.qobs()
    • AsymptoticCalculator.set_params_to_bestfit()
• hepstats.hypotests.calculators.basecalculator module
  • BaseCalculator
    • BaseCalculator.obs_nll()
    • BaseCalculator.qobs()
    • BaseCalculator.pvalue()
    • BaseCalculator.expected_pvalue()
    • BaseCalculator.check_pois()
    • BaseCalculator.check_pois_compatibility()
    • BaseCalculator.q()
    • BaseCalculator.bestfit
    • BaseCalculator.constraints
    • BaseCalculator.data
    • BaseCalculator.get_parameter()
    • BaseCalculator.loss
    • BaseCalculator.lossbuilder()
    • BaseCalculator.minimizer
    • BaseCalculator.model
    • BaseCalculator.parameters
    • BaseCalculator.set_params_to_bestfit()
  • BaseToysCalculator
    • BaseToysCalculator.bestfit
    • BaseToysCalculator.check_pois()
    • BaseToysCalculator.check_pois_compatibility()
    • BaseToysCalculator.constraints
    • BaseToysCalculator.data
    • BaseToysCalculator.expected_pvalue()
    • BaseToysCalculator.get_parameter()
    • BaseToysCalculator.loss
    • BaseToysCalculator.lossbuilder()
    • BaseToysCalculator.minimizer
    • BaseToysCalculator.model
    • BaseToysCalculator.obs_nll()
    • BaseToysCalculator.parameters
    • BaseToysCalculator.pvalue()
    • BaseToysCalculator.q()
    • BaseToysCalculator.qobs()
    • BaseToysCalculator.set_params_to_bestfit()
  • ToysCalculator
    • ToysCalculator.from_yaml()
    • ToysCalculator.ntoysnull
    • ToysCalculator.ntoysalt
    • ToysCalculator.add_toyresult()
    • ToysCalculator.bestfit
    • ToysCalculator.check_pois()
    • ToysCalculator.check_pois_compatibility()
    • ToysCalculator.constraints
    • ToysCalculator.data
    • ToysCalculator.expected_pvalue()
    • ToysCalculator.generate_and_fit_toys()
    • ToysCalculator.get_parameter()
    • ToysCalculator.get_toyresult()
    • ToysCalculator.get_toys_null()
    • ToysCalculator.keys()
    • ToysCalculator.loss
    • ToysCalculator.lossbuilder()
    • ToysCalculator.minimizer
    • ToysCalculator.model
    • ToysCalculator.ntoys()
    • ToysCalculator.obs_nll()
    • ToysCalculator.parameters
    • ToysCalculator.pvalue()
    • ToysCalculator.q()
    • ToysCalculator.qobs()
    • ToysCalculator.sample()
    • ToysCalculator.sampler()
    • ToysCalculator.set_params_to_bestfit()
    • ToysCalculator.to_yaml()
    • ToysCalculator.toyresults_to_dict()
    • ToysCalculator.toys_loss()
    • ToysCalculator.toysresults_from_yaml()
    • ToysCalculator.values()
    • ToysCalculator.get_toys_alt()
• hepstats.hypotests.calculators.frequentist_calculator module
  • FrequentistCalculator
    • FrequentistCalculator.qnull()
    • FrequentistCalculator.qalt()
    • FrequentistCalculator.add_toyresult()
    • FrequentistCalculator.bestfit
    • FrequentistCalculator.check_pois()
    • FrequentistCalculator.check_pois_compatibility()
    • FrequentistCalculator.constraints
    • FrequentistCalculator.data
    • FrequentistCalculator.expected_pvalue()
    • FrequentistCalculator.from_yaml()
    • FrequentistCalculator.generate_and_fit_toys()
    • FrequentistCalculator.get_parameter()
    • FrequentistCalculator.get_toyresult()
    • FrequentistCalculator.get_toys_alt()
    • FrequentistCalculator.get_toys_null()
    • FrequentistCalculator.keys()
    • FrequentistCalculator.loss
    • FrequentistCalculator.lossbuilder()
    • FrequentistCalculator.minimizer
    • FrequentistCalculator.model
    • FrequentistCalculator.ntoys()
    • FrequentistCalculator.ntoysalt
    • FrequentistCalculator.ntoysnull
    • FrequentistCalculator.obs_nll()
    • FrequentistCalculator.parameters
    • FrequentistCalculator.pvalue()
    • FrequentistCalculator.q()
    • FrequentistCalculator.qobs()
    • FrequentistCalculator.sample()
    • FrequentistCalculator.sampler()
    • FrequentistCalculator.set_params_to_bestfit()
    • FrequentistCalculator.to_yaml()
    • FrequentistCalculator.toyresults_to_dict()
    • FrequentistCalculator.toys_loss()
    • FrequentistCalculator.toysresults_from_yaml()
    • FrequentistCalculator.values()